{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dealing with Imbalanced Classes\n",
    "<hr>\n",
    "#### Agenda\n",
    "* What are imbalanced classes & their impact ?\n",
    "* OverSampling\n",
    "* UnderSampling\n",
    "* Connecting Sampler to pipelines\n",
    "* Making classification algorithm aware of Imbalance\n",
    "* Anomaly Detection\n",
    "\n",
    "<hr>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Imbalanced Classes & Impact\n",
    "* Data with skewed class distribution.\n",
    "* Common examples are spam/ham mails, malicious/normal packets.\n",
    "* Classification algorithms are prone to predict data with heavier class.\n",
    "* accuracy_score is not the right matrix.\n",
    "* We got to rely on matrices like confusion_matrix, recall, precision "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from sklearn.datasets import make_blobs\n",
    "import numpy as np\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_samples_1 = 1000\n",
    "n_samples_2 = 100\n",
    "centers = [[0.0, 0.0], [2.0, 2.0]]\n",
    "clusters_std = [1.5, 0.5]\n",
    "X, y = make_blobs(n_samples=[n_samples_1, n_samples_2],\n",
    "                  centers=centers,\n",
    "                  cluster_std=clusters_std,\n",
    "                  random_state=0, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291a9cb43c8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291a9c2fc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:,0], X[:,1],s=10,c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "svc = SVC(kernel='linear')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
       "  shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = .02\n",
    "x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5\n",
    "y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291a9c397b8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291a7771b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Z = Z.reshape(xx.shape)\n",
    "plt.pcolormesh(xx, yy, Z, cmap=plt.cm.Paired)\n",
    "plt.scatter(X[:,0],X[:,1],c=y,s=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* As we can see, decision boundry is impacted\n",
    "* imbalanced package provides many such sampling techniques - `pip install imbalanced`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. OverSampling\n",
    "* One way to fight this issue is to generate new samples in the classes which are under-represented. \n",
    "* The most naive strategy is to generate new samples by randomly sampling with replacement the current available samples.\n",
    "* RandomOverSampler is simpliest api to provide such functionality\n",
    "\n",
    "#### RandomOverSampler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "X, y = make_classification(n_samples=5000, n_features=2, n_informative=2,\n",
    "                            n_redundant=0, n_repeated=0, n_classes=3,\n",
    "                            n_clusters_per_class=1,\n",
    "                            weights=[0.01, 0.05, 0.94],\n",
    "                            class_sep=0.8, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291a9d85128>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291a9c98ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:,0], X[:,1],s=5,c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
       "  shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = .02\n",
    "x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5\n",
    "y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291a9dc19e8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zwyPQsF8sdiGEHSXqD0sp/90fx7ToPVJKRAozbO715zH7s0sQmkBog/OBKz1pMo07qjB8qi5JwQkVg3LeeN75+VOYARUXt+Op1cy85kwyyxKNCU3XOPe3N/DWDx8BKTn9+1dHhX2w/ertZuzfRkrJvXUZGAguyPayMD3AwjQfb3VEnjwkd1QVcEZmDTZNssXrwBsuK+BHYEjBmZm+6PEagjpG3IJes9E/n4NUvvTajYLC6SoqRWgw8SxJ60ETf7tg3mckNldscdSdB0vvNLC5oGEHrP2bpm4KkWxaDYQOelihTAMq18KWpzVA4MoxOfOrUmWsxiO7LoxOOMNkxiUS04APHxTUbVV/g5ZKoha7ECpscupSk23P996VYhqCd/9Xw+ZStWri4+6Hkv6IihHA34BtUsrfHfuULHqLp76V/9x6N60H6qg4bQbn/voGNHvih1KzDa6/b/7NF+LIcNO4o4opyxaRP31Mr/dt3FlN1aqt5E0bQ8VpM456DlqS2yn5dYTyk6dxzYofJ7w3FIultxW18pe6LJAQQnBvQxYA/2jI4HcVTez124n5zwUSyWnblcl7VW4HLqHcSQI4L9ubcOyvlrRy6/4CNAHFdoMlcaLfV1IvjEpKZqskoEObBLtWqgVP3a6s4RmXqKcNR/i+FB+ZYnOp33MnQvlCk5oPNDrqIKNYXUztBig/EWx25ZJp3CUoPkEy5QKTrLKYIEduFpHj5k+R1KxXvzvSJdOXqRuAZoP510pWfFdtW3uvxoLrTAqmqn11uwqb7DvKpz+c6A+L/TTgs8AmIcRH4fe+K6V8sR+ObdED7/9pOW2V9WBKat/fzZ6XPmDKJYuGdE6arjH7s0v6vF/TrhpeuP4ujEAQ3WHn5G9dwdSPH921nPmTa3ntm//ADBrMvfF80otzerXfYIu6lNAYEkxxBvnD2AY2epzcU59FZAHURHD7wYjSxEe8EPW7P9GUweOTDvNym5sdPjv/aUljorMNt6bGnp7p57XptdQGbUxzBXAehcHeU6TLxLMlU5cq4Zy2VHJwXSzkUJoQ9IAzq+fj63aYegFUr4NVf9RIL1RumJyxkoqTJFIq98z8ayVCS/K5h8+DBBEW79xxsW0i6XrjH1xDfsHGxzXOvMNUNwkN9r45PFwpx0p/RMWsYrgEbx5nhLwBpKm+RVJKQr7BbYzQn9Ss3YlpGEhTEvIF2Ldy/VELe8VpM/jc279AmrLXTyyDLeqNIY2rdhdRGYh9Bc/M8GITkkDC43y8oAuK9SBNpo1gxGUhoMhu8M/GTDymxjsdJvv9Nv48vjF6hEK7SaH96IqAHSl8sXxBzK8uJVQsIpwQB95mWP+IRnoBLLwuovbKDx6PEODOhbxJJu01Gp4G5R8fe7KZ4GrRU4TlS6lK+OZNiFnuHYdi2/3tgv2rYMIZavumfydKla9V8PrPNXIqVHjkSK/DHsHKPB3BLLjlQmrX7cLwh8goy2PyRQt7HL9nxYd8dN9KMkpyOeOHnyKtMHuQZnpkCk6oUJE7QQPdZad4wcQ+H8Pf7qWtsp6cCcXY05xdrLXuGGxR95qCq3cXhkU9JiRvdbiZ6QqwxRcflx7/f0m2TfLfBc38qCYXKSWL0/0835IWjYLwS40PPQ6Old7Eo6flSTKKYu6VyA8oYQ90QmedoLMOVn5f+dDTC+GkG03s7q7HW3wzCE0lFDVXhhdMg6kFHdT23a9C3VaNxV+Mlf/NnZA4btvzOrtfVYu3Ib+gZLbqiyoEbHxSUPOhRv2OPvxxRgCWsI9gcieV8qmXfoy3sZ304pxufckArQfqWPXjxzD8Qdoq63nj/z3IRffeNoiz7ZmS+ZM466fXsufFDyicPY5Znzm7T/s37z3E8uv/CFKiO+x8/KGvkVGSe8T9hsKn/n91mRwMRGLP4xEpRF3GvRbUBG1cnd+JDcmPanJ5u8PN2k4nNqGqOjqE5Nys/vajp0Iy9hRlUcf7uSEs8Jqqk774ZoOccer1ntdh/2r1GY33i0dvDJGHK6ESi2TY8k/2oUf23/xvOLBaJ71IdrmhJBP0RGoKSOZfK6M3i7lXSw5tkpjB0WGpR7CEfYRjc9q7RHykovNwC5pNw/CDNEzaqxqPuM9gM37JHMYvmXNU+2556A2CnT61AOkNsuu5tcy/eWmP+wxVVmllwEasiG4sqUjRk8BITnArl8qbHe5oNExACj6d30GublJkN7ksN4Wy9YLeivqEM01mLFO+b9MAXVOLm601kDs27ko0KJgWE+SpS6H1oGTPGzD5XKKdj7qLqxcC0OKeAmTi2EhTjc46lZQ05QKJv13VlOmOyE0n/rWmqVooowlL2I8TimaPx52XGS0INvPas4d6Sv2KKzcDzW7DDITQ7DqunPQj7zTAeExBpyEosJkJgrS+M9lVEi/uiXHU05wBdvjVeB0ZjWo5K9PL620uvFLDGbbSe+pneiRe+OtLTDhT4s6THHxPo/1QarV1ZqokpIjv2wxBwANNe2DzM4Jz/5/s8d40+XxJVqkS9eQ2AfHWe/J70lQ/kfMGOsHXCnM+aRDywa5XNPavShR0oat83fiKjSq2XTB1qTr53jcEIf/ostbBEvbjBpvbwaWP3EHN2p2kF2VTcMLYI+/UDQdXbaV23W7KFk1hzKlHH5bYn8y98Xwad1RRt+kAY06ZztTLTu5x/EBb66vbnXxxfwEmgrMyvfzvuEYksM9n42Aw0bcuALuQBKUMlw5Q7+pI3BpkahITSaZucnmessYvz/Xg0iTvdzo5N8t71KIesdLnfNKkfKESznGnmLx2p8DfpoTSni4Zs1AS8kHTgUQ1Ng1Y+b2ID0US9CWGNppmYiRK7rjESouRccnVF+O3x59r+wtgBAU16yVLvqvOJU3InWCy+o+xhfIxJ5rM/qRy0Wx7XrDvrdgk9rymcXCt2tZdDfeRjiXsxxH2NCfjzp59TMeofGszr3/nnxi+INueXMU5v7r+iDHnZtCg8q3NAIw9c1aXWPv+wJ7mZOmfb+nV2MFwwfywOjfaj/SNNhc/r8nmoaZMQl0SG1Vc+tW57TzYlEm84BsItvvsvDOjhpqgjQnOYDRcUQi4OMfLxTne5AP2imS3S9EJsUVKzQbTPibZ+DhouuSMr5o4M4kPpVdWtAGbn050I/naSFgY9bcSzQztju5cMfECH/G/C01Q+a5GWoFEt8fCFLPj0yWEZPYnZTS5acYlkoNrTUK+2CQCHaNT0CNYwm7RJ6pWb4tmlRq+INXvbjuisL98+30c3rAPgOJ5E1n65y8O+Dy7Y7D86sE4AQ8ieKAxEzPBR5HoW68Lpr7ZBSU0GTrT3f0XyprKl+5pAmdmLLJlzEIonGbQWg2O9JjoR6xracKBd1VKvc0po+6MzOJES9yV3b2od7comvxeBKGBp1Ft8DYrd4ymq7k07k0aKxL3K50vOfhuj3+WUYUl7BZ9omzxNHY+vxbTr1L2D67axrwbO3DlZqQcH+z0UfP+rmixrZq1Owl6/NjT+q9mSW8ZzMXSJZk+HmqKuFyUVZ5IonKtbI+VDIjfJhG092NhqpQLpEKy+Sk442vhs4ctZHeOEnWhJ4Y0RmZZMBWWnqL+XTsbYlmb8a6VloOQUxHLEk3e3kXAk9eSI29L1e0oUshLGoJVv9eoWKzqoFe+F393ENRtg+KZsTnnjee4EvbRkWZlMWiMP2cOU5adFK0W2VnbxAd3/6fb8brLEauYKMCR6cbmGvwGEIMdAXNVficuIbEhcQmTQt0geWGUaNNpEfatR35i20zgtgMFxzyf7lrUTbnA5KJfmZzy5dRhgpquFkiTBVgIyCgimqqfUays+njx9rao4lo9Rb1ECnzFL5BG9o9E3QR90FkP792t6sRECAXU3HSn+oln35saZjA2rm7r6Ha9JGNZ7BZ9JntcEULXkIaJaZgE2rv382q6xkX33sZ7v3kagJO/cdmgFSSLMBRhjVOdQW4ubOOA38YHnU6qQokLphEcmATQkrZJdIgW76oO6jQFNfLsfQ/K6ymEMS1fMvkciaaD5k69iGmElNsjvTDRYu+p9G/EVYNUGaWp4tyTXS5Shl02IrZ/8wF47x6t2xjzRTeZ0cXYcSdLXv+5hjTV2MY9grV/1SicatK0X7OE3WJkEPIFeOsHj3Dowz2MOX0Gp3/v6kEr+DX54pPY+tjb+Jo70Gw68266oMfxuZNL+dg9XxqUuSUzFKJuSjhreyl1oaRC4lFiKpdK1NOEiRCCzrBIacDLbW6uzu9bfPqR4tI1veszRDymCb4WyChUoitjXeZS+sWj/vewOyUi6snjI6+TxT55XGcDPSQOSfInxvz3jkzlz/c2x0Y07hY07h76phdDgSXsI5SND7zGwbe3YARC7Fv5EYUzxzHjqtMSxkjTxAga2JxH5/rwt3bSeqCenIklCQ0oXDnpXPHv79BR3URacTZ29+D7y3vDUCUgbfPaw6Ke6FbpSirRErg0ODXDy4utaZgInEKSbzNSjE1NvKDbnJKimRJ/u6BxV+I5M8tMPI1KuCWq3nl8RIuvJWapR6Z7pIXO5Dj0ZBJi15P86dEbRLh42K4VPT3ZCdpqILME0FTjDV+XLhDHL5awj1A89a0Y4ZrjRjCEpyHxU12/+QArbvs/gp0+Jn1sIWf8+NMpa7Z3R/OeWpZffxcAmk3j0oe/TkZpLMNVt9uGpDNSbxn0muqG4GuVeXzkcXJGRrJrShBTsVSrgxINlYCkC7ijpJXzs73Uh3R2+ux8Irez12UC4kVds0vO+LqJMwPQJO210LAT9ryuMeUCk4lnxc1QghZZCglPLy23Z5FORfL4ZPGPd71E/h95L+iFNfeAr1Uj0EnUrdId792jMeU8E90Bu18bPd2P+gNL2EcoJ1x9BvtWrgchEJqgZN4EXvry3bTsraNk3gSadtdGfd/7X9vIpGUnUb5oaq+Pv+XRtwh6VIq+0DV2PruGBbd8bKAuJ4HGndXs+Pe7ZJblMfOaswYk7r2/ubMmh9fb3YDgudZ0cjSDFjOu+EmXgl4xCm0Gq2bUss1rJ8dmMibc9u7hSfW9Pn8qt0t2uerDaQsLds5YyCqHgqkmGcVJIpz64SElqVwo3RG/QBr/nhDK1SMNtegqpXpaKJoJngbJrMslZkiVB4i01wOV+XriDSYZRVD1Pmx5JtmVZQGWsI9Y8qaUceWz36N132HSS3J55lO/Itipsg/3rlyPzR1LWw95A6y49W4qzpjJub+5vle+eHdeZixF36arcgRHgREI4W1qJ60wO1qkrHFHNW//6FGMQJBTvnUFZXE3nM66Fl648U+EPH50p53W/XWc/oNP9emcg2WtSwkfehwEpeCjTgfx4q1EPd4VQ3Rb0lGY5AyhC5iV1vdY9ZcffYmyeZLSuVC7If4GoqJSIj7oiGWs21T4YcBzZLdJwixTpP/3dnx3/vigD7yNkF0RGzP1fDCNWJGuxbeYvPkrjc46NWDmZSbZY9T6QMViqN9JtKG1RQxL2Ecw7twM3LkZNGw7iGkkRkzoThV7FvL6o7pSu24XB97YxITz5nU5VmtlPevueh6haZz438uYc/25NO2spm7DfspPnc60y07p8/xaD9Sx/Ia7CHkDZJTmcsn9t+PIdLPitnvwNXUA8MpX/8Y1r/xP1E/ftLMm6jIy/EFq1u7s0zkH0wXzvepcnm9JU6F9MtnNkmwOy/B/u7pivl3aAsDzzW5+dSiHbN3k92MbmeIK9Xj+l/75Eku+Y6qWcybkjJNsey520/a1CNY/JJjzSZV6b4azRc0g0RK3EXpKDEp+v6dM0eSomp6O50gDe/LyTOK9CSFUL9I3f6muy5GR2GjDkdZN4PtxjiXsg4i3sZ3WA3XkTSnDkZmiIPVRkj2+CHuaM5oRKjTB9CtOYf5NF/LSl+/m0AexhtLS6BoyZxomL9x4F77mToSAuo37uPo/P+L8P9x0TPNaf+8K/K3KNOyoaWLX8vc54erT8bfEojukaRLs8EWFPX9aOcr/A7rDzpg+tMgbSFEPSVjekoZXmlw15w2ku4UnN96IGU0FOZLAqCQlLRybHj/2mwfzuG9CPd+uysMvNWqDklv3F/DK9EMpjxRxu+RPUTHkEeu2fD5sew7saZJFN5kdawT9AAAgAElEQVRklaoFRZszHNViqAzT9IKYOMrwuq63RUWxHIl4se7Ofx694hT+9uQbhLApl0z0tVALp1pcFqwr7mFx50saOTeZSAmBdji0yRL1VFjCPkg0bK3kxS/+BSEEul3n0kfu6HXLtiNhdzv5xCN3sPXxt+k41MKE8+cx9syZCCE4+RuX8+LNfybkDZA/rZxxKcriBjt9BNqUAEupbkCGL5jgzjkabE47QhNIQ4Im0B02hKYx/crT2PX8WkBQsmAi7oJY77S0wmyW3X87u55bS2Z5PtOOUMwrwkBb6t+ozOOVNjefnboBw92KQzPJcgRoCbhSjI6voR6PwAQKtBANZiwrdY/fzotxzTJA0BhK7S6L96W7s82o/9wIqQ5AMz5ukFmifOm6DdLyYu4YIVSUi6YluVZEV1FPFuHkzNPI8VKRylKXphJw3dZ1bGS70FVjjUOb1HpARpGa2+5XYwdr2ivY8xpMuUDNuWKRZN/blrgnYwn7ILHpwTcIeZQP3LBp7HnpA+Zcd26/HT+tMJsTb1vW5f28KWV8euVP8Hd4ceWkp4yMcWS6KThhLE07awAomFlxzKIOsOBLF3F4435a99dRPHdCtB/ryd+8nEkfW4gRCFE8f2KXOeVOLGHR7R/v9XkGw/2yss2NX2o4dQMNVRnw72e+wE1vX0ijP51UrhdFV5G3JY3QhaTQZjI7LcBmrwNTwi1FrdHxqRZGNZtk9pUxAdV0KJiifhKIjxcXqpUe9OwqSRWxkry9T6IuoWaDCqcsnaueIExD3XA0LbaQ2tkIrQdh23KVNZo7XkXKtNfGDqjZJFMuiD1xzPi45MC7EjNkiXs8lrAPEulF2WoxMhhCHMNiZF8JevzsfelDNIeNSUsXIFJEmAghuPDuW9m7Yj1CCCZeuKBP56h+bwdbHnkTm9vBvC9cQN6UMgDSCrK44qlvI00zIdtUCEHRnPHHdF0R+lvUOwzBjfsK+MjjZG5agL9PqCdDl5TbQ+wN2Hlkzww+OXE72Q4/ZWkd6KK7FJ94X3vimCZTx4YkCOjALHeQj+V4WJbr4SOPgyzdZGrYv95dkpGmE+s4RFehPpLPvCdSFuDqhaXe07aSWfDKjzU2Pi4QuvL/fOwXMmG/PW9A5erYRTXt7XqcLikB3aUIHOdYwj5IzP/ihbRW1lO/6QDjlsxm0kUn9mn/jfe/yrYnVpE1tpCzf/bZXt0YpGmy/Po/0lbVgECw/5WPuvWb21wOpl66uE9zAtj78nre/O5D0abaB1dt5ZPPfR93fmx+A1VCYCAs9fsbMtjkdWAg2OS187f6TL5S0obfVG6TRn86Zy7/DCXuDhr9bgJmT1+huDq34d81IBB+T0fyhcI27ihpiwriiYXVkLuPXWsa2LVShfLpDkn5QtWzs/oDgWmo5hAH3oVxJyuBTxV5Ev/6aAT+aPdLRoT/BFll0LibcLy5YPsLJtOXyaiL54Rl4KmXNOzs/qSmIdj0L8HsK9RFbnpKJDTSsFBYwj5I2NOcnP/7LxzVvofW7+Wjv64k5A3gaWhj9Z1Pct5vb+hxHyMQ4s3vP0Tz7troewdXbUNK2adEpSOx+/n3o6IOIE1J855DCcI+EAyU+8VjahgyHJUjBS+3unmwMYMWI3ZzkghqvfHX13M4I4ADiUszmeoKssGrQiRtQlJsj+uulF6HHLMOIWDyOeDKMtnwuMZpXzFJL1B+6LL5yqfcWQ+7X9awp5kUTFZVGJGoR4Dw/SSVX7w7Uol4P35M0HTwNCUuMO99Q6NgmkHRtPD5dKhYbJJdLqhaJ7ptgnFwjUbV++rveqQkpuMVS9hHAJ761ui3TBomHbVNR9xn0wOvUfnWltgbArIqCvpV1AEKZ42j+r0d0WgbTRPkTSnt13MMJtfmtvNMcxptIY0Agu3+SNPpFGYwxMxR9WbcuMS4vQAQMAW7fHZmuoJs89k5NcPP1Xkd0THN5joiy+lCg8LpUL5AklkSE9mCqVAwNSxqUkYLZsW3jeupqUU8/fxRCM8p9XHNkPpsJFP5jiBvgroeTYeSmVA6WzLhLMnrP9MwAqknaQl6z1jCPgIYc+oMXNlp+IUKTZz3hfOPuE9bVQNmIBYHnTOxhKV/SmxwEWj3svL2+2jYUknJgkmc97sbsbkSF009DW289o1/0FpZz/QrTmHBrRcl3Bzm3nAe0jDZ98pHZFYUcPLXP9Ftbfb+YiCsdZ/X5DvfbGTb1gAzx9by+TtLuaGhjNRx6d0RL/CptxkIvl7ayilJreyW37uChdfHXksJngaYd408Ynih0EFqxybU/SXyqRZOpanK7nqawJ0rmXW5iubZ/oLGoU0a790tySqTnHCJjEb56HYVFdNa1T/zOt6whH0E4MhwcdmT36Ju434yy/LIqig84j7TrzyN/a9uiPq3z/319aQX5xD0+tEddjRdY+MDr9KwpRIzaFCzZiePnP99zvjhNQkJTO/87Enqt1QiDZMtj7xF6YlTKVsUC73QbDoLbv0YC24dnHIDA+WCeXG5h107A0gJ1VUh1j/VhHNJKR4JKUW9h8pXNlQiUteyXQK/FExyxjJM4xdHtzytkV1u4s6Fthrlk062vhPK3Kb4fSDpzXmS/ftGEHa/DPveViV1F91sRKtFLv6iySs/0hACyuZJjKCKa9fCVQI8jQN2KaMeS9iHOZ76VrY89jY2l51Znz4Le3qquOmuFM0ex+VPfoumXTUUzKjAnZ/Ja9+6n/2vbUQIgSPDhTs/EzMYk5+QJ8Cb33+IkgWToouznoa2hKQmX3N7/15gHxgIUW8zBCtb3TxQkk3NJ/PJXV6F1h6gwSc4P8vDs63pPR/ANMNqpzJLxzuCfKesldMyfJgITAmX7CymMqi+apqUHAraWPuP50FI7GkQ9EgyigRGEF77qY7QTTIK4YyvJapkb7JCB5IjZZNGMAJEe5Fquoo3NwJqW3xcPUB6sWTxF2U0BDLogfodqlBZ0Gu5W44WS9iHMUYwxHOf+z3ehnaELqh+dzvL/v6VXu+fUZoXrchYs3YnVau3gSmRSPytHkK+YBf3sZTgb/VEhX3BLRfy6jf+gaZruHIzqTj9hP68xF4zEKLeENS4aGcJzYaGzAYWZuKdlMUJf9rE04snEWxLzndXi3/Zdi8LCw6RYfh47vC0qNKlaSYvTz+cNB50ASDIsvv5zaLXGeOqxnWhwdiTVVp9yK8qMQoBO19W/UYzwoUzky3gCP0R1ng09Kbol+5IHFe+UMWxN+6C6g+gbL56v7NB+d4jaLra96NHhn/Rt+GOJewDRMehZnb86x0cWWnMuOq0Lr7r3uCpayXQ5kWaJtKE+k0H+jWqxTQMCmZU0LC9ShUSAfKnlpM9LubqGXPqDK7893fpONRM/rTyo7qOY2Wg3C8vt7npNCJt6QANQnlOFvx+Khta3HE3vFjYooaJJuAHC94hz+kja0OIh/bMBqJ/wi58s7SVr1bm8T8L3ub0kgM4dMg5NxyxooE9Llxx2gWk7A8qTfW7lqR5fUkUOlbiG2n0KZZdgi38sdn4pMahzapO/KHNAmmCr0XiCq8aV3/Qv3M+XrGEfQAIeQM899nf4W/1oOkate/v4oK7bu7zcdKKsnFkujCCIYQmyJ8+5qhFvfTEyYw5bQb7X9sIpsTmdqA7bJx152fZ+cx71G3Yx9izZjHzM2d3iTtPL87pt/IHfWUgs0pL7Eac91zVRB/vCNEUHzMYtx3ARKM14OSBnbP5f/Pf5ZyyyrCwS24taqMxpLHda2eqK0hhuJXd+dlevvvhI5x3sQeHnnjE5H9NI5RYoCv6z93LsMWBJFVNmFS+/uT32mqhbntkBxGuxhg7yNt/0CiZLQl5BYfjArksjh5L2AeAtqoGDF8QaZgYhplQhKsv6HYbl/zzq2x55C3lY792yVHPSWga5/zy8wQ9fvztXtor68mbPgZnppuT/vuS6Lh9r25gza+fRnfaOfvOaymcNe6oz3ksDEaZgLMzfXyhqJ1/NaXjl4J2U6M2qLO3JVWJgBg2zSTTEcATsvHWoYro+yva0rivXtW9MYHHJtWx58HllM41ueqHMirYkdZx0gQpEkUwfky8SEZ+7y2D7ZqRUqX/291dz/3e3aLHJhiGX1C9zvKn9yeWsA8AmeX5qjmEEGh2/ZjS59OLcvpUN+VI2NOc2NOcZKSwwP3tXt76/kMYfuX4fPmrf+XTL/+k38493BACbi9p4/aSNhZsLicoBcFUMetJuPQQGTYfP/vwFB7fPz1yNA4FdDrMiGtH8rNVzXzGKZn36Vh98fhzJ2eMHksq/1AQf/Mxw08ayTegQ5vADA1u83KL41zYG7YdpGrVNvKmlTP2zJn9dlx7mpNLHvgqWx59E2dWGrM/d06/HXsgCXYktl8LtCW3eBt4hqpPaYUjxDafHbPHWHQAQVvQxc82nMZfx9WzO1y4SwDLcjp5vCkDnxR8edoH/NflH2L6ZILBP1ihiQNJvN8/4FW9Ud15aiE4QtMeqHxPUP2hJepDwXEr7E27anjxC38i5A9hc9pZ/M3LmHZp70rE9oasigJO+eYVKbfteuF93v3ZUwhNcMb/fIbxS2b323mPhfSSHMacdgLV725HmpLZ142MG1Jf8JmCZ5rTEMClOZ3c35jJilY3c9x+WgxBdTBSexFAYgMuz+lgQVqAb9fkJRxrX8DOI5MP0eBqIEMIXr5rPTvGn05HRTZfmrkem01CBoR8YEiVGTrSRT0e04CaD1WJ3fgQRiGgpQpL1IeQ41bYa9buVF2HpCTkC7D/5Q39KuzdEfT6Wf2TJzCDyt3xxnf/yedW/QJNH/wQr47aJg68sZmsigIqTj8BIQTn/PI6GndUozvt5E4sGdT5DLS1LiVcu7eQ7V7lF/lrfSaHgjpeGVvwrI7mDilHeAh4oiWDHf4AGiZ5Tj82zeTHC96m2JePVraXImcHoaDBiZ8G/eFVZPokumFGv11GEKrehYlnH9vce7opDOSTQKqQStMAbxOMO01F6kT6mgoBoQA07bFEfSjpF2EXQlwI/BFVguivUspf9MdxB5LCmWMRugZBA5vLTumJkwflvDJkJjghzUCIF278Exfddxu6ffDus576Vp751K8J+UNousb8L17I7M8tQWgaBTMqjnyAfmYwXDAdpmCjxxF1t+yLq0MSRGO7z4EDSSBhLyXw2312Tsht4OGznyfdrm7KvsAhDBFA15R/uWwBrH9Y0l4Lh7eqUrUAm58W5E9KdO30lxD3pdBXX44X/9oMqaeNyMfW8MPbvxPkT5bMvkq9F3HNNO6FA+8KDm8ZRY8mI5Bjvq0KIXTgf4GPAScA1wghhiaLpQ8Uz5vIkp99jgnnz2Phly5m9ueOPuKkLzgy3cy69uwEv2vznkMcfGtw47wOrd+LNCVmMETIF2DX8rX9fo74qo89MVh+dQ1IPSOlWAYCIeCRCXVcnttJfECikFAqQAvXXzcl+FqCCTXRkcotAYL1D2q8/nONV36kUfuR1iWusbcVF/sy/lhIZZVLqSzziAspsu39v0Nng0bjHi0aXy+lSsJd/5BGjeWCGXL6419gEbBbSrlXShkAHgMu7YfjDjhjz5rFkl9cx8zPnDVgNcNTceJ/LaN47sTo65DXz5bH3ybo9fewV/+SO7EEMyy8utPWr2GNUkre/fW/uX/xHTx87vdo2Haw27GDuVjqkwJ7l3cF8arrl4LxziBN0ZuSqtjoQ1AhXPzsvaXUtLlpa9TZ8IDA2xw7khFUzZYjx/W1CNLy4YKfGow7OSaAvaG3Fn0kCqUvoZDdHScVyQlRAE371ODOesGquwQNu6BhJ6z+o8DXalnqw4H+ULNyIP6bWxV+z6IHTv/hp3DmhOuQSKjbuJ8P/vfFQTt/7uRSzvnl5yk/ZTozrjqdU755eb8du2HrQXY9uwZpSvwtnbz1w0dSjhvsCJh8m8nSbA9uYZKYHpTYkmets4a1HW5AMD//MC8ufZIXlz5BcdkmTh+3lZr2dLSgQeE0yfYXlFVrGhDoADMgGX+GwcSzTaYvMzjtdhNHWmI2aW84mrH9IfAR4i34+OM37QcZV5u+7aDGmnt01vyfTlu1ZakPF/rDqZvqI9jl4yWEuBm4GaCgxNL97LGFzL/pAtb+4TnMoIEMGrTuO3zkHcOYhsnqO5/g4FtbKJw9jrN/9lns7uTaJj1TcfoJA1L7xYgrFwwklA+O0N+i3hzS2OOz8Vabk6dbMvCZgotyPHylpJVcPVb69vdjm9josXP1nmK6zkpyfl4TplPVSNeFyT/OfJEMu1pRnZLVkpA0NHWppOWg8i3rdnBlw0k3y7CVq74C3cWh9/diZ2+PdaR+pRHaaiE9j2gZXTUA1v3dsshHAv1xi60C4lfbxgA1yYOklPdKKU+UUp6YmZuXvPm4ZNySOdjcDuzpTnSXnZmfObvX++5+fi37VnyIr7mD6ne389F9Kwduon2keO54yhZNRbPb0F12Tvn2ldFtRiDEubt/idldYZWjYIfXztnbS/ncvkL+0pBNbchGs6nzcFMGi7aWc/b2Ur5VmcuLLW6EgLnpQa7NbyexKYYkQzO5s6yDpeX7mJ7TSIYtgEuPyX9ySr3ugJwKoslHQgc9zh/dp3oqx0B/ZaQKAdKAfW/D1mehtVo9iUipqjNWfwjBTssqHwn0h8X+PjBFCDEBqAY+BXy6H4476kkvzuGKf32Hwx/tI2dCMTkTinu9r7epAyNcctcMGnjqWo+wx+AhNI1zf3sD3oY27Bmu6JNEy77DvHDDXTzq8zCmwsbv7yrE5T52ofhbQwadZqKvPDwTAKqDOv9qyeCF1jQETTSENO5vzOwy/tR0P3maDofn8PDpz9IqXWhCRoXTlKDFibsQamHRCKX2RQ8Wx3qTiLfihQ7jT4OKRRDshDd/LZTVbgqr6cUI4pi/VVLKEHAbsALYBjwhpbRK+fQSd14m48+Z0ydRB5h00UIcmW7s6S5saU4VadMDnvpWXvrS3Tz1iTvZ+Vz/R8AkI4QgrTA7wT10+A9/INDuIRBQzSxee7V/MlsLbSYOETFbu+9e5JMaq9ud3FmTS6qbwFvtLpbfu4Llv9tA9fuQ7/RFhdwIwAf/gKa9SXtpMVEfqclHyWUANB3sLrUQnF0OrZUarVWpbpwWw5V+CZyWUr4IDN7KnwUZJblc9cz/o2l3DdnjiqL107vjze8/zKEP9yANk3d/+RSFMyvInTS4vUntdhHnoxbYu4ao9InHGtN5viWNOW4/k51BtvocpKrIqFDuFq8USdIvo9vcvk4cGZLy+ZKAJ25PodwueRPA2xLeK25xsb8WLIeCVHHwkfd0B2SPkXibJTMvMzFDsOlJjfZDlsAPd47bzNPRgCPTTcn8Sb0a217TGNdwWqPzcOugCvvVrb+h7otZ7NwRoLbWYNYcB0vOTTvyjt3wRpuLO2ty8EqNDR4HJbYQXUU9OepF0BLS+VpxK78+nA1Anmbg1IHWNq478Dpn3mGmrFAoBExaoioYpto20sQ90osUCSQVI4v86YSA8gUw7hTVo1SasPgWk1d+ZDXCGO5Ywn6cMOe6c1nzu2fQNA1XXiYl8yceead+IhIBU1Rk4x8PlWCaMmXH+t5SF9R4MlxqF5SLpToY/1HuWuncjsQmJJfkePhEnodr8jvoMAUf3v+f6Jjc8RKbI7YY2qV/pxSYNsLNTo56+sOGd/4syCiC2VdJ9HBmqacZXBnKWjdN8LeDPXz/FRo4M1DZWnIU/AFGMZawHydMv+JUCmePw1PXSsnCSdjcg9MJKVVY47GIemNI4+KdJXhMgQno4QIBoWi53YgvOKbKn8ptZ7zLZIYrwGmZKgnsrb+/BEDeJMncq5WVrttBSxL12MKp4KPGIhYWHO4i6iPRWjdD0FKpFkTLF0ryJ6vF0rX3aOROlExbKvG1wfoHBbOvkuSG89dqN2KJ+gjAEvZRiBEIse+VjwCYcP68aA2a/Knl5E8dvByCq1t/Q0eHyeaNfkrLbIwbf4xOdeD9TicBKfBLte6fpZu0G1qsvV0YG3BOlocvFLazID2YsG35vSsAyK4wWXyTRO/hHhcR8berytnSlsfCgq65BkNtvaeKTY+vlS7jkmiNAPg74IMHBEiBNGDNPTq6Q4YbTgs6GwRVcevra++TFExVoY+NuwbpoiyOCUvYRxlSSl768t00bq0CATufXcNF//flQZ/H1a2/oa3V4OYb6/D7JIYB3/h2DmecdfR+dYCJziBG2EJ2CJMKR5CN3q5Np9M1ky8VtTPNHWR1u5MnmtJh01ZunbOeC3+hRMzmVOGKqUheTDxzTBUzvXUJ7w21oEeIT5pKtRjafhi2PC3wNgm8zaknbQS6vxhpCuq3d7vZYhhiCfsoI9jpp27D/uhC6eH1ewl6/NjT+paVeixE3C/vr/Xj9Uh8PqXETzzWcczCPtUV4vdjG/l7QyYTnSGaghqJi6TKFdNqanx6bxEldoNKD4R0O3NnjWHCko+w2VVHo/hUeUh8nfy7AArcgZR9P4eK5CJhqW42QkBWCSy+SbLp31C1FkrngjNLUvuRwN8+DC7Eot+xhH2UYU9z4MxOw9fcCYArJ33Q/OmQ6FMvKtajnm6bDcrK++fjdn62j/OzfbQbgmU7i0m1WAoCjymo9JgUuDz84KTXmJjZgoxL9e+un2h3ZQCGg5gnYwSIupKSnzIiCE2NmbFMklkiGXeKem/KeZLXf64R8g3DC7M4JixhH2UITePi+/6LtX94FoRg0e0fRwyRIs2e4+TzN2Ty/LOdjBtn57avdO2zeizcdTiLupAOCAQSB5LE+pgCAdxz1kqm5zRi07oWyhppC5/xmIaKYslK6ofSnc9dt0P5/FjDbDME2WOgcffgzNdi8LCEvQ/sfnEda3/3LLY0J0t+/jkKZ44d6imlJHt8Eef/4aZBP2+qCJjLr8zk8it7Tp6KJ2BCTdBGqT2Es5u86LqgRkAKmkM6oXCEhg5cX9jB081pHA6FP9ZScnLeQWbmNvZoefck7sPJl56MEJBe0PuxUkJrlQpf1O3Kau+sH9g5WgwNVkWfXuJtamf1Tx7H19xBR3Ujr97x96Ge0qDSXt1I1Tvb8benLgPQH9UaG4Ia5+wo5ZKdxZy5rYyqQNdEmPvrM1iyvYwLtpfwapsLCZSntTE9q4Wyl56n+HBlnNMcLpu+J9GXHmexpypNG89wFnUpwdeqinYl010Z36BHNcI4uAYOb4G192pW/fRRimWx95Jgpy/hWx5o6586JyOB6jU7ePVrf0PoGrrDzmWPfxN3fswK768SvA83ZtAQ1Akh8BuS++oz+XF5S8KYXx3KISDVAmnAlNw+ax1fmLYBJNS4DHat3s/GvAnh0YKTi6oT9m+theyy1OdPFvLhLOqeZtj+Akw9H9KKVHGyVPM1/Co2X5qw+1VByC/Y/G8rc3S0Y1nsvSRzTAHlJ0/D5nagO+3M++LSoZ7SoLHpn68T8gUJdvoJevzsf21jdFt/1lVvM7SEGunpWlcfiVuLNbezaya3TF+PSzdw2QwmnAW3f3kP14zfHB2zobEowWp1Z3UtvxthIIW8PxtgNO4CmwPmXg3uPHhi/SSa/c6ohR6JXe9sgIAHajfAur9rVL5rfd2PFyyLvZcIITj3N9fTtLsWu9tJVkUvnZujgMyyPDS7jhk0EJogvVjVWenvZhkvt6quRaDiXJZld3YZ873SFr5RlQcIDAlBU8OmxfwR2Tkm31vwHusay6hrczE5cCi6TQhVsTA+5ts0QUvR3WioGmF0d/6o+8gEfyfkp8e2X5C/h3+9MIFrl1Xidqq/RSgIaXmqUqMjA3a/2g8XYTFisG7hfUBoGvlTy48rUQc46SsfZ8ypM0gvyWHmZ86i4oyZA9LWzheXqu4SEi2FGk5yhaLVAkyp8fU1SzBkohBqpsmTi59i3dUPMX5CoIt7JfI6FIIN76QTaW8a73sfajdMqqcJIZRQZyclD6cXwMStB7CjRN0IqBtApJywNMHdvwFJFsMcy2K3OCKODBfn/e7G6OuB6lX6ndIWvledh0ByeqaPaa7EUgD3PriW10pnQWFR+B3BG7XjaPa7KXCpNQ8pQddVW7cjibPdDtPmedC0pGYTw6REQKpEqZAfajfBpLNA2JRoN+8Fb7Pgvbs1xp9u0tkg8LVJZn5CbQ+0Q+Oeob0mi8HFEnaLPjGQDagvy/NwZpaPdkNjnCOUILCP/f0N/jjvavy6HZAIKdGFpNTdSY7Nm2hld7OQmIq0DDnkZXe7izuP/F+aEOiE1oNQv0Owf5XA0yCZeJak4zBsfEI9eLdUCj56JLYw2nJA4spWzUF6KhlgMfqwhN1iWJGlmzzamM5Wr4Or8zo5K8vH8ntXUJdRjAAun7CDb85ZQ3vAwbOvl3FB8T60OIeiEEQdjL1xqQyllZ6qrkv8XCK9Rm1OcGaq+PPKNSoi6OAawcE1PR+/vVbQXjsgU7cY5ljCbtErBtJSj+c3tdk83JiBT2qsbHWTFvKzrHAak9pryUvz8j8LVuGyGRS4fHzlkjbMUFdxTBbrVAuRQ+1ugd7NIZIlKgTkjIUp55vseNEKV7ToGWvx1GJY8fJ+H0vH7mZSZjNCSDx2J+/PnMlfZl5MhisYrr6uiNRAORKDHdb43sosPn/qNH50/TiCgZ7H9oQRAMOIjdN0FeliYXEkLGG3OCKDZa0vv3cFS3zbuHPhW7QGnEgEv1v8Kvef+yJep4sDHTlsa87HE9K7ZFUOF9pbNP7vx6VceE0TYyb5OVTZ+wJsyTVspAGbnlI1XUJ+9aNcMcPwwi2GFZYrxqJHBkPUDQl3LK+havISLtY2o5km/z1zHQ/tmcn55ftx6gaTMpu469RXKHJ50IXs1s0y1EgT7ntjB5oOwQB0tnX/FfO3K995hOQywmgw/WPw9m8FuRNg+sWSxTdLmg9I1tyjYYaG0YVbDCssYbfoljPDD/AAAB8VSURBVIEW9UgnoxfGLOSNMQsI6nb268VcaTzGNZO2cUbJQZy6gSbg8XOexakb6EnPmL1JLGqotbF+VSbjp/mYMmdgS0Fk5ZnR8ztdoOuh1MlG4WqLIb9KkGraB7kT1O9SqJBNu0u5m/ImQdF0iT1Nbc8uh9J5kup1lrBbpMYSdouUDJaoA+zKLiWo28l3elh54ZOkOQyEgIqMDkAJodtm9MoyTx5TV2XnlvOmKV+1Cd/440HOWNban5fS7fmlBD1WaDIaVulvh7ptMOZE5TeXJiDA2wwhH3iaoGR2eF8J/jaBHI5+J4thiyXsFgkMhuslXtQB5jXuoyYtnxunbiDLEeiVgPfWBbPmlSyCAUHAp0z95+/PH1Bhj9dfTxOk5SqrO7KtdhN8+IBGxSJJ2XyJpquyBvmTlMgbQSX8DTsgqxyq1qlKjO2HNXLHmzjSoaUSatdb1rpF91jCbhFlYEVdsu7dFWi6RNMFphETprMObaHVnsbMnIaUe0abMh+F0Vox2Y8WLibmcJpMOMF3VLPvLfF+8kgES8QiR0LhFHDnQtX7gtzxkuITwNMIGcWguZV7JqsUXrszMaTR0wCv/EhDd1jJRhZHxhJ2C2BgRX35vStY+HmDeZ9Wr8efIdn7BhTPgsbdgqr3BePTWjixqLbrAiJhsQx3v+vrQum80zu46fs1vPRoPlPmeLjhOzX9cEVHJsElE3ktVPPs2VeYBDxwYLXGxscFdrfk7G+bhAJqcOXa7i5SYPQQPmlhEcESdosBZfm9K0BISmbFXBI5Y2HeZ1Tp2dI5SsGnTt2DI6lMb4LIH4WoR1h2XRPLrms6yivomZ5cQgm1Xkx1/UKD/CnKf14yy+TNX2t4mwRv/lqjZJbE2yKo3z4gU7U4jrCE/ThnoCz1BD+6FPhawZkdzhLViEa32JxQNleSMy7YrUAOZbr/kXz5vc1uba5UbhZ3DjjSw2NM5XbxNkGgQ1D5nuVisegfrAQli34neXEU4N27NTrr1O+REgARv3nhdLC7Y2OHQ7Pp7mrIdDef5HZ00iRaDtgIwrbnVN0Wuzu2HdRCqIVFf2NZ7Mcx/W2tL793BSGh0ejKJjfQgcOMNcDwNAg2P61x8i2xDkhRMSRRQLv7fdglI6WYjxDQUgWubHCmKwH3NII0BSWzZdQd5ffA6j9q+NuH0QVZjBosYT9OOWpR1wLgboFAOgTTo28vv3cF/7+9M4+O6r7y/Oe+KpUEkhACiX0HExsMGO/E8YpxnMlie9LpdCaddifpYyc93clMp+NMxic908vpk8Td0z099oxDn86Jk7aTOHFsZ7FZbGOcGAM2+2L2XYAQICSQkFRV784fv1ql0lqFSlW6n3PqUFVvqfsk8X237r2/ey8FS/nHBQ/SEiwj6Ef56q5fMb4tWVp4br8QaUv3ziF9qHTq6zhDpU96ZxsytftVH46uE+Y/kBTx8pqu+4Vb3M3OMK4EJuzDkAGLeqAdZv4WJAqiUHcDv/6nzYnNG2vncjE0kogECAcC7LhvIbPWv8WE+cq0JUr7RTccAnofbJEq8h1RKPGGqPeu4Edd/BzcjNG6TcI1H1X82BDp5jrXS71uE0y91TX32vYTi4IaVw4T9mFGVuGXytPgRSA2ULqh9V0gWW9dHgoTDPhE/ABBUapHdXDrIz4l5S5JOqI6Xcy789Q7lwo+tXsxX5m/Ba/ztkES90yTjOJEIyR6ckXDbqiFHxbe/heP2ff4RC7D/tUeIOz4eYBdLyl+FNc3wDCuECbsw4isY+rh5LDpaNjFjlNZKns5P34ii2vr+UBVI4vG1lNC0pv1Aj0nQzOJtCdwx8QTrDk5lbsnHydAfrz11IlGkLwxNdfB+7/2mHWXT+s52LfCeeItDcL2n3btm26Nu4zBICthF5EngI8DHcBB4POqeiEXhhm5JWtRlwg7391ETbNSOR6aTsDuXyXDCaFyZd59UZ6c+1qi5jw+ASjtNBmSjV0WI3XihpqGHs+RDb3VofsROL0TdvxMKK+B5lMwZ6ky83ZoOQebf+TRdkHYdNiGXxhDh2w99tXAN1U1IiLfAb4JfCN7s4xckn31i9JUvoprPuZeNZ+EzT9MF7JFn/GpnZtchARO1AOh7oWzt0RkFysyhGpyQaaQkIgT9QOvucHQdz6mtDc7Id+/ymP/qtzaYBi5JKsMjqquUtVI7OV6YEr2JhlDjZX/vpLKCU6kAyG3ctQrUSon+Hzov0ZZ+q0oNVelN7vyoy700hf6WvWSaT5oT/SlBj5+vpTKTMCFmg69KZzcCtc+5BYWjZoC1/+R3/UkhjHEyGWM/QvAT3N4PiMHZOOtJxYaCXS0QKgSUGhrgulLfOY9ENucyduW7oV4sGLkff2MaAR8X/AC7iI6WmHzD4SqKa6fje+7FLHnQdmoK2evYeSKXoVdRF4DJmTY9Liqvhzb53EgAjzbw3keAR4BqJkweUDGGv1jIKKeadUo6qo85n7YRxUOvi7c+Zj2KJyel96RsbtFR4NJagI0dfUrQKjUPYm0w46fwY1fVLygG08XbnX7eB7sW2XJT2Po06uwq+q9PW0XkYeBjwFLtYdpAKq6HFgOMGveQpsacIXJmajH6GiJ114LgVBsBFCMbBcUDYYHn2pj45kAxw+WsnBJK57XdRhGaKQgqHs/CC0NsOVZj/ZL0HLGhN0Y+mRbFXM/Lll6p6q25sYkI1v6K+o9CboXVG551Kd6BnRcgnVPerSeE3b/Upj3gCaaesHAkpvdiXp/xb6vzboAxoyPUjW2lWgEvE7J3c3PxlaExjpNRjug8SicP2SCbhQO2cbYnwRKgdXi/nesV9UvZW2VMWD6I+o9CTrAiDE+13xcXbI04GLs13zMp26zMPMOpfkk1O+E2fe4BUip9FWYc9XRsT/DrUUgWJIMFSVG1jVD/Q73rWTTDzym3+Zz8RTsX2mrRI3CIithV9U5uTLEyJ5cinrVdJ8P/bnG1yMl8IKw+LNKIOSWywfL4P1fCfMe1C4hjc4MNOTS08rPznQZGt3D9jh+1C353/SME3WAhj1Cwx6rTTcKE1t5WiT0KOqhS1DaDG2jIBBmzU82MPYquP5zPl4Qdr0onHg33Su99kFNG26h6kIxR94Wxs5xiimeG/9Wv1sYN0+pvbrnksRcxNEztdHtb7/0uOCHL8Ox9dBcJ5zcEhtxZBhFgAl7EdCjqI9ohKkbQUElSjQMd/yF2xQIuX8X/J5Sv1MJX04KWzScPIUqNB5x8XWAppPKmBnJoRl3fM0nUDqwOvP+hms6H9NX7z3tHFE4uRX2rnDTiwyj2LDgYbFTdRy8KASiIC4WHgiBV5K+m9fpFr/rRY9Im6vhbmuCjf8qrnGVCofXOnEEJ5glI11lSV+HUsTp7/6Zjkk9ti/H+z6se0rY+lzARN0oWsxjL3B6i6vvXlvH3I+4+aJx1If2S8m+6CfepcvAh4unhFXf8iitUubcrdzyiHL4t1GqZ8L0Jc5TT60Hz0Rv3njnHjHdjaLrbexc/Jp83yVFOx/bfjFZubPjZ8KFo+bPGMWNCXsB05Oox5Oj4gllVUrNXGg5C6OnuyEPm3/kEb7sPPXuPFf1hbnLfKbe7IRx9HT3fudYdSbhTaWv4ZLO5+7c4rdzfXzajSFljmp8m0Zh54tw7B1LghrDCxP2AqUnUX/j5yu46xs+I6rh2AYXVumSGBRl3NVOAC83KqhQOVGZ/5CPiDum+aQwZnbS2+1LJ8bU97OpRe+xR3s39fJps1J9OPRbYeJ1yvQPRtnzG4+GPRZ6MYYHJuwFSHeiHvfSb3nUZ2StWwI/9WbXdtYLKBOv82k8IhxfL9z0RZ+xswCBhj2w6Ycet37ZJzTSvffBr/isfFw4t9+NdutLWKW/JY7deeu9fY4fSeYEOvdH9yPuoQrj5yvlNe7ncMMf+7zxdx4dl0zcjeLHhL3AyCTqnWvSS0Y4MQNAoXqaMmeZEgzB5MVKxXil9gPJ7ovjF0BwhFIyIumdB0pg2f9UNv0Qpt1KmsPf11BLXGz7EiPvTHfTldTvmuhN7BNxrQ8iHbD9eeHmP9G0n0PpKFeyaRjFjmWRCoi+iDq4iT6RDtfQ6lIDKEmBC5TArDs6TQRS8MNK08l0QQ2Vw62PdrUjTZS7qUbpXKXSXcVKd8dmSsqq725GqdviN49IuxP8EdVQUQs3/rFyZJ17P9zm+r1cOp3ZBsMoNsxjLxC6E/VgmeKHwY8mVfDcAeH1v/YorXTCXjWFRGfGuCjGx9SJAB7Meqyab+25gfJTYb6+cCM1ZZfdyXoLo2SIhcdvFkDa4I0ux5LZc+/vQqZoB+x+CeZ/0iVQxXM3pX2vCg27hZKR0LDXJYMNYzhgwl6AOC9dWfQZn8mL3ZL4d7/vcW5/UrjCl4VwTJubjru4c6CbEEZbNMh/eusBLoZL8ETZ1VjDrz/8QmKfnurDu2381UMZZF/i8amf6UfcNR5dB7PvSm86Fo3A2X1wbIMwYaEyZqb77FPbQX2P84e7t90wihUT9iFOqqeeGnYZPQ0mLnThBy8ICz/ls+bvuy/rk06lgKe2w8QFgED95ZGEfQ/Fo7q0la8v3JB+bA8edqY4+kDb9abeROLPo+3Qeh7amkGjwp4Vytz7INLm+qZfOuNxqd4d03hMqRgPF0/BjufNOzeGLybshUCgnVU/WkNqXEQ7TWjr/DqVUIWPH02KZrQDjr3jsW+lcu1Dygi5SG2ohfr2Cv5lyWpuGOuC0Zk86J4WD/XWtren7argh92K2NQbRLAMKifCqEkwZpZy7B149bGuN7CJi3xm3+VW1pZWwJxlsG9F9z8TwyhmLHk6hPl00z+w9/CrRGe8ztJv+cy5N6neTSfgxHtutWW4Dbb9NPOvctZdPkv/SikpS8bXAyG48Qs+I8cI6/9fgHf/r8fX973Ek0tWsWjMmcRCn76UI6Z62T3dXOLsXeFsTk3eRtph98vCW//ocWqb88YzhX+CIaiekfm8I8cmq2UCIaiotVkuxvDFPPYhSvkTy3ilRLn/7zVRljj3w8qhtYofdp0Id74QYPdLipQoVZOgtFLTWwOIcvVHtctQaREnkjd+3ufcQajfBTVXRakdd7zbRUg9LfdP7Ot13ZbqzZ87CCNGAT5Iyl+eH4ET7wmRNrcidtzVUF6rTL9NCVW4Sh5wK0nrNmX+OnBquzDnXiUadnYcXWc+izF8MWEfgpQ/sQxwHrD6uEnK8dfR9H2DI+COrymBkCIebFju0XhYAKW8Rt3+8eM7xa+9ANRc5R7x9xP7qUtYesHM4p4ppt5jrbrC/tXC9CWKdLrRlIyE+/7GJ9wO65/yOPO+MDYCZVWu9j7S4W4+de+5bZloPSus/Y5H9QxoPgktDRZjN4Yv5tYMMeKiDi5ZuPUnQqTdhSu2/ljSSvZKK5UPfdWndJRblBQshTlLfUC58fM+t3/NiX00nF4b3lmUU+vCE/t57t+TW7pvI5Aq8p1DJ/HVn/H9AFrPKdFI+nuJ83pQUgbzH3LxnDEzkoM7giGXXehO1OO0NQmntomJujHsMY99CJAq5p05tcXj1JbM2+Y/5FM2Oim2ftTFoJf9jU+wLFneGOlIP059VyYYCHUNrST2iS3P3/ZjYcwcdSGUTvgRFyaJJz4DofTjWxqgvDb5+pZHoWxUys3AT95AEueMxenP7hfmLHWTmiIdcHqnibVh9BUT9jzSk6D3hdKKZFuAuAdcUkaipW6cRIw69t7Rd5yozrw9uU+XVaIK7/0QJCBcPKmUVWaoMRf3bSDSDuueFMpGwZhZ4HnKzDudqCe+GQTctCU/NsBDxCV9JRC7AYm7Uez6hfsS2XhE2LDcY9zVPo1HPep3mbAbRl8xYc8T2Yo6wMG1wpjZmgyleOnee2pIBZw3fHQd7H7Z4yPf9rt4663nXMMvcB59Ra0w7+M+lePde53LFb0AtJ51MfL5Dyqbn/E4d0CYeYfvYv4pNwI/7FZ/BsugerpbmLrpGY/GIzBpseJHoG4zoEmjzh8Szh+ylruG0V9M2AeZXAh6nPMHBY1qWoVJPN7deBga9sMHPkwiWenFZpRmql4BKBsdS5gG4s22lMoJXePqqfH6kWPd+cbOhrn3++z5jceEa7uWGu55BY78zkN9Z0NHK0Ta3ImPbzBv3DByiSVPB5Fcijo4Ydz5C0kkKhPJ0Sisf9rjyFseF08nxVjVVcBMWqzsWymuyibluHhI5PIF2PUyXUQ9lUTCNMV7LxsFC3/fZ/T0TjeDKNRt9mKJX6H1vCRE3TCM3GPCPgiUP7Es56Ie59h6j0Nr3fN4QrJhL6BCxXgoH+ti1xAT7xKYdoty4DV3XHxbHM+DUAVMXAQXjkliqHWmMXZx8Y52uMeBNzzGzE6P6asPe1eK9UE3jEHEQjFXmCsl6KnM+FCKyEZh/2vuxdz7XHUMpLcTaDrunu9d4TFqkk/N3HQPOxCEmjlwaI0mjlV1vc4DofT5qX4YDv9OOLhGCLcI9TvdcA+vxPV5efM7Qnuz+Q+GMZiYsF8hBkPQAUrKNa3M0AvAok8rB9f4tF+KlTUGnWfeetZ583tecULrh4UN3/NY+Gmfydcnl+TH2/pe/3CsJDHe6jcIG77nsejTbuyeF4TzR2DfCsGPuDvDrpc8muuUstFulWh7s3nqhjHYmLBfAfoj6uPnK9Nv82k+Bfte9RIC2VdKynAlJimHjZoICz6pbHpGqBinVE6E09tg2/NeWtVJeY0yYYFSv8tj7yvKiDHKB/8smWwtKU3/rECJG4T95rdjO4imnQ8AFY5vNDE3jHxiwp5D+uulj5qkLP6cTzAEY2dBMOSz8wUnml5AY7XdPYtk6zn3GFmTHvcGKK2Edf8ngASUOfcq1/+RT917wpSblKopbrsIqK9Eoy7EcvmCq48HOLYeJi12SVGILUhK+XbQRdQNwxgSmLDngIGGXSonaqIjYiDk6rsBpt7is+CTCh601MPh3wrH1ruKkq4Ib35XWPKnyuhpbhc3UQnO7nP7z/uEz7Rb3GdMuFZBXRgltbWAF3teWgHv/0q4cExoOgGNh5XrPuuOObsfmuoGdKmGYQwiJuxZkk0s/fyh5JJ8gPrdgCgLPqmJeHflRJj3oKIKF47CxXrSPOUR1cq4eTBqcrL+/HKjK3eMx7fHzEr3tDsPg05r2KXQek5oOuHeOLVdOHvAtf1tPQ+Zby6GYQwlTNgHSC6So1VTBD+iBEvdqtDRUzPvFwzBgt9T/Ihy8RRseU4ItwqjJsJNf+Jc/niJoXiAkJa0PLlFKK9xNwuNusqZeE/0YCmJQdeq0HjMeeaphFuFcGvWl2sYxiBhwt5PclntIoFkcbgQ6/uiwo6fCws+5TozxqtSvIB7VE2FO7/umrlcPO2EGVIWIfldJwcdfENoOevE/fQOJ/jlNdB6Xrn9LzSxmsGPwIanY3cGoHKCctMXfUIVcHCNsH+VlS0aRiFgwt4PclrCKEqkDS6fh5G14HfA7l864Ty+0aNuk1I9Q6maBlNuUComOM9avGTjr6rJrglXwlsXF1svHSWMu0aZeotP0wnh4BvC6e3pMfqWBgDh+MYoU2927+16KX2f6z7ryhrFg9n3KPU7leaTFooxjKGOCXsfyXVd+qI/8Jm4EIj1ddmwXNBoUjT9qHDuoLgJRzuVm77gU1btRD0xqELgcpNLeMY9dy8Io6e6yUnBENRe7YZw7H0lczOtnS8EOPC64oehoyVdtOOdIp1BJBY7GYYxtDFh74UrsdBIPGXKDUnRrJ7pSg/bLqTvN+4aZdbdPq1n4Xf/7BFpF25+NErt3GRPmIY9blrQ1R/VxHSlSw3J+XbBkGvQ1RNtFzJ74bteFq7/Q0VxsffGIwO/ZsMwBg8T9m64kitH1XfL80PlydDK3d9Utj7nc2qbU/vyWuX6h12Ne3Q6lIzw2fRMgM3PeNz2FZ/yGmhrhvHzoLTCVc2c3Q87fu5RUgZz7nGtcP0o1G0eWPikfqfH63+rlJTHQjdWt24YBUFOsmEi8pcioiJSk4vz5Zsr3w5AWP+0R1NdMjkaKIGFv59MppbXkqxxL3HljOA6Oq79rsfq/+HR1gwjqmP9W0qh9mrouOQSpb/7Z4+9K4TNP/I4+vbAf80dLULLGTFRN4wCImthF5GpwDLgWPbm5J/B6vFy8ZTw3vc9/JTh1KkdFBuPuIVG8Xmnx9J6lkuiPDJ1mMXlxuQel+qFg294nNltgmwYw41chGL+CXgMeDkH58obgyXoqbQ1CQdeE666z8XHtz6XFOFwq7D2CTe04nKj642+5E+jnNnjqlyiHRC+DKGRQCzevvFfTcQNw8hS2EXkE0Cdqm6T7iYyDGHyIead2b/a48DrGpszmv4z7LjkWglMvjHK3PtduKVqqtLRAsc3eLzzlMe8B1y8ZvdLHpfPF97vwDCM3NOrsIvIa8CEDJseB/47cF9fPkhEHgEeAaiZMLkfJl4ZhoKox3GThdKZvdRn9l1KoMT1No/fN4OlUDVFOb7BhVs2LreZoIZhpNOrsKvqvZneF5EFwEwg7q1PATaLyM2qejrDeZYDywFmzVvYdSjmIDGUBL07qqYoVy1zdejxPi7xVaV+FE5utRWghmF0z4BDMaq6AxgXfy0iR4AbVfVsDuy6IhSCqAOUjExWxMQ9dRHXdv3o226ItWEYRncMizr2QhH0OOcPurrxiloIxFaUxvvFVGYKihmGYaSQM2FX1Rm5OlcuKTRRB9dO4O3/7TFqEoQqfW542K0gjbRD/S7z1g3D6Jmi9dgLUdBTUd8NuoAAG76nTLjWp+m4cHKrCbthGD1TdMJe6IKeicbDQuNhq34xDKNvFFV5RTGKumEYRn8pCo/dBN0wDCNJwXvsJuqGYRjpFKzHboJuGIaRmYITdhN0wzCMnimoUIyJumEYRu8UjLCbqBuGYfSNIR+KMUE3DMPoH0NW2E3QDcMwBsaQDMWYqBuGYQycISfsJuqGYRjZMWRCMSbohmEYuSHvwm6CbhiGkVvyGooxUTcMw8g9eRF2r36/ibphGMYVYsglTw3DMIzsMGE3DMMoMkzYDcMwigwTdsMwjCLDhN0wDKPIMGE3DMMoMkzYDcMwigwTdsMwjCLDhN0wDKPIKFJhV0orFS+o+TbEMAxj0Ml7E7BcI55y65d8Rk8HPwobnva4cEzybZZhGMagUXQe+7h5UDUFAiVQUgbzHvDzbZJhGMagUnTCrtGU5z74kfzZYhiGkQ+KTtjP7IH6XU7U25phxwtFd4mGYRg9UnQxdlTY8myALc8pqMXWDcMYfhSvO2uibhjGMKV4hd0wDGOYkrWwi8ifi8heEdklIt/NhVGGYRjGwMkqxi4idwMPAAtVtV1ExuXGLMMwDGOgZOuxfxn4tqq2A6jqmexNMgzDMLIhW2GfC9wuIhtEZK2I3JQLowzDMIyB02soRkReAyZk2PR47Phq4FbgJuB5EZmlql2atIjII8AjALUji6/K0jAMY6jQq8Kq6r3dbRORLwO/iAn5RhHxgRqgIcN5lgPLAeaMHWHduQzDMK4QksG57vvBIl8CJqnqX4nIXOB1YFomj73TcQ3A0QF/8JWlBjibbyNyRDFdCxTX9RTTtUBxXc9Qvpbpqlrb207ZCnsI+D5wHdAB/KWqvjHgEw4BROQ9Vb0x33bkgmK6Fiiu6ymma4Hiup5iuJasgt2q2gH8YY5sMQzDMHKArTw1DMMoMkzYu7I83wbkkGK6Fiiu6ymma4Hiup6Cv5asYuyGYRjG0MM8dsMwjCLDhD0DIvKEiOwRke0i8qKIjM63TQNFRD4Va9Dmi0hBZvpF5P5Yo7kDIvLf8m1PNojI90XkjIjszLctuUBEporIGhF5P/Z39tV82zRQRKRMRDaKyLbYtfx1vm0aKCbsmVkNXKuqC4F9wDfzbE827AT+I/BWvg0ZCCISAJ4CPgLMAz4jIvPya1VW/AC4P99G5JAI8DVVvQa3Av0/F/Dvpx24R1UX4Uq47xeRW/Ns04AwYc+Aqq5S1fi01PXAlHzakw2q+r6q7s23HVlwM3BAVQ/Fymt/gusoWpCo6lvA+XzbkStU9ZSqbo49vwi8D0zOr1UDQx2XYi9LYo+CTEKasPfOF4BX823EMGYycDzl9QkKVDiKHRGZASwGNuTXkoEjIgER2QqcAVarakFey7DtxtVTczNVfTm2z+O4r5rPDqZt/aUv11LAZJpxWJBeVDEjIhXAC8B/UdXmfNszUFQ1ClwXy6u9KCLXqmrB5UOGrbD31NwMQEQeBj4GLO2t902+6e1aCpwTwNSU11OAk3myxciAiJTgRP1ZVf1Fvu3JBap6QUTexOVDCk7YLRSTARG5H/gG8AlVbc23PcOcd4GrRGRmrDfRHwC/zLNNRgwREeDfgPdV9X/l255sEJHaeAWciIwA7gX25NeqgWHCnpkngUpgtYhsFZGn823QQBGRh0TkBLAE+I2IrMy3Tf0hlsT+M2AlLjH3vKruyq9VA0dEfgy8A3xARE6IyBfzbVOW3AZ8Drgn9n9lq4j8h3wbNUAmAmtEZDvOoVitqr/Os00DwlaeGoZhFBnmsRuGYRQZJuyGYRhFhgm7YRhGkWHCbhiGUWSYsBuGYRQZJuyGYRhFhgm7YRhGkWHCbhiGUWT8f/XMHNrnCQMxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291a9d6a898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Z = Z.reshape(xx.shape)\n",
    "plt.pcolormesh(xx, yy, Z, cmap=plt.cm.Paired)\n",
    "plt.scatter(X[:,0],X[:,1],c=y,s=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.over_sampling import RandomOverSampler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "ros = RandomOverSampler(random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_resampled, y_resampled = ros.fit_sample(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291b90c7940>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291b9000c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_resampled[:,0],X_resampled[:,1],c=y_resampled,s=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
       "  shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc.fit(X_resampled,y_resampled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291b911d898>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291b9055240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Z = Z.reshape(xx.shape)\n",
    "plt.pcolormesh(xx, yy, Z, cmap=plt.cm.Paired)\n",
    "plt.scatter(X[:,0],X[:,1],c=y,s=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  49,    3,   12],\n",
       "       [  10,  236,   16],\n",
       "       [  41,   53, 4580]], dtype=int64)"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = svc.predict(X)\n",
    "confusion_matrix(y_pred=pred, y_true=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### SMOTE (Synthetic Minority Oversampling Technique)\n",
    "* Generates new samples by interpolation\n",
    "* It doesn't duplicates data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.over_sampling import SMOTE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_resampled, y_resampled = SMOTE().fit_sample(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291b901bdd8>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291b8f86dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_resampled[:,0],X_resampled[:,1],c=y_resampled,s=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
       "  shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc.fit(X_resampled,y_resampled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291b9073cc0>"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291b8fefb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Z = Z.reshape(xx.shape)\n",
    "plt.pcolormesh(xx, yy, Z, cmap=plt.cm.Paired)\n",
    "plt.scatter(X[:,0],X[:,1],c=y,s=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  49,    3,   12],\n",
       "       [   7,  239,   16],\n",
       "       [  39,   51, 4584]], dtype=int64)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = svc.predict(X)\n",
    "confusion_matrix(y_pred=pred, y_true=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ADASYN (Adaptive Synthetic Sampling Method)\n",
    "* Similar to SMOTE, this also generates data.\n",
    "* Generate samples to the original which are wrongly mis-classified\n",
    "* SMOTE doen't consider this situation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.over_sampling import ADASYN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_resampled, y_resampled = ADASYN().fit_sample(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291a7771a90>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291aae059b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_resampled[:,0],X_resampled[:,1],c=y_resampled,s=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
       "  shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc.fit(X_resampled,y_resampled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291b8fc9f60>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291a9fd1278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Z = Z.reshape(xx.shape)\n",
    "plt.pcolormesh(xx, yy, Z, cmap=plt.cm.Paired)\n",
    "plt.scatter(X[:,0],X[:,1],c=y,s=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  13,   39,   12],\n",
       "       [  26,  224,   12],\n",
       "       [ 334,  146, 4194]], dtype=int64)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = svc.predict(X)\n",
    "confusion_matrix(y_pred=pred, y_true=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Undersampling\n",
    "* Reducing the data of the over-represented class\n",
    "\n",
    "#### RandomUnderSampler\n",
    "* The reduced data is picked randomly from the sample & not derived"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.under_sampling import RandomUnderSampler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "rus = RandomUnderSampler(random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_resampled, y_resampled = rus.fit_sample(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291bf1536a0>"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291bf17d748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:,0],X[:,1],c=y,s=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291bf218b38>"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pVndFPh//N2MqmcVF7CnI59afvicUU6OVqlE99nogfWsG9539BAf25dKlb0demPEYdmfdmmPcqEUS76S9GOowGqTbfv6B2du3AfDM/LnE2J0M79zlmPO+WvM3c7dvwxPQWbxrF+8tW8J9Z57FlJHX8e261UTbHVzVxRwGc+s6xmF5vNjvx5ASS5gv2goXqsdeD3zw0OccSM/BCBhsWraV2V8uDHVISh2Slr73iMe/bt1U5nk5bjf+kimNfiNQWhcmOTKSO3r15tpuPUr3OU2KiGBIh464rFacVitjTj0Ni1pfUG+oHns9YBiSg50nKUEaxnHPXTZzJQsmL+akMzow6IZzgrIsfumMv3jnno9xRjp48OO7aNOtVbXbVILn9KbN+W3bltLHg9q2K/O8q7p05fNVK/EFAggEN/U49YTtvjLwQm7p2Qu7ptE2QW1hV5+okgL1wO5N6dzb73EKcgrpcGobXp71JA7XsVMC1yzawNiBT+N1+3BEOLjlhVEMu2twta5dlFfEiKZj8LrNvTCTmiXw5a7wLmlb3xhS8sCv01m8excD27TjqQHnHXPO+v1ZpTVhtubmkBoXT0wDrAsjpQHemSCLwHEBQosMdUiVUqslBYQQHwFDgEwpZdnl4ZQqa96+CV/teQ93gYfI2AiEEGxctoWPHpnItlU7iUuJ5e63bmbtHxvRdfOrtrfYS9ovK6qd2PMPFHL4R39uZt1bkbh+ySZ+fm8mzdo15or7L2lQq1bT9u5hVcY+Zm3bgj9g8O261aTGxzO6R8/Sc15auIBPVi5HE4J+LVvxzkWXhn2Bs+OReWNLErsEyweQNAUhwm/gIljv6BPgbeDTILWnHMVisRAVZ/Yu8vbn88CAf+Mu9ABwYF8uj1z0H5756SGsNgsBfwCHy0761gxGNL2VC0YPYPSzV1fpl7lxaiNO7tuJdYs3IqXk4tsGBvV9ncjy3/5mzle/0/H09lx86/llxr9veyYPnvcUniIvDpedfduzuPe922otxlCatHoVT8+fTUBKfIFA6fNfr1lVmtillLy/fCmBkm/mc7dvI6OosOHOVfdMB8xvnwT2QGAnWNuENKSaEJTELqWcL4RIDUZbSvnSt2YgjtrAOaAHaNImhf9Me5RFU9LYuHQza//YQEA3+P6/0+jStxO9L+p5nBYP0f06UsrSXq8Qgv9Mf4TVC9bjiLDT6fTg1eR2F7r57OlvydqVzRX3X0LHXm1Lj61fsoknhr2It9jHnK8WUZzv5qoHLj2mjS0rtqNZzJt6XrePFXNWBy2+umh7bg4/b9xAs+gYPl+1AreuH3HcbrHQJblR6WMhBLFOJwfcbvMxgkhb2TOqdufnsS03h+4pTcJumEZKH0gfWFpBYAtggNBAa1Tua+ujWrvNLYQYI4RIE0KkZWVl1dZlw1KrLi1wRjpLk7vFqtHx9PYkN0+kW//O3P7K9QhNENDNm6xSSg6k55Tb7szP5nFJ9HVcEn0d3705tfR5i8VC93O6BDWpAzx/7X/54a3pzJ20kAcG/JsD+w7FuPaPjRgBs5fpLfayfObKMtvoeFpbkGYCc0Q46DM0fGucZBUVcelXn/PGn4t4bM5M/IFA6SyWgwn9jGYtWLp3D5dN+oKtOQcA+PCSy2gdF0+TqGjeGjykzJrrv+/cwQWff8Kd037i/M8+Yn9x2Tsp1UVSejDynsTYPxyjeNKxx73zkRm9kJmng+0ksJ8P9j6IhAkILSoEEde8WhtcklKOB8aDefO0tq5b04ryijAMSXR87f2AuCKdvPvXy8yeuIAD6Tl0PrMjvS/uecRQxahHh7Nh6RYsVo2IaFe5m1cbhsHrY95F95k9wPfHfs4FowcQGRNRY+9j3eJN+L1mwTCLVWPX+r0kNI4HoFv/zmglH1zOCAdnXlr2/aKkZom89efzzPpiPk1apzDoxnNqLN5QW5mRDpg3S926TrHuZ1jHk9iYvZ/ru59C3xatOHvCB3h0nV35eVw88VNObdKM584dyKzrbzph2+8uW1La+9cNg1+3bOKart1r/D0Fgyx4FdzfAV4o2Iy0tEI4zjh0PO9RwBy2xPMrIvEbhK1jSGKtLeF316AW/ThuBu/ePwGAqx++jOufvKrWrh3fKJbh9ww57vGe53fjo7Wvk741k/antiEi+sR7VEopOWaCVA3PmOo77DR++3wBuk/HYrPQtkdq6bF2p7Tmpd+eYNGPS2nfsw39rzzzuO207NSM0c9cXaOx1gWdkpIJlEx1tQhBZmEh23JzGH/JZSRFRLBufxYahz7cvYEAi/fs4sYfJzPnhptP2Haz6BhsmgW/EUBDkBJVj3qy/nVAyapsKSGwDTjjsBOOHpgI//n44f8Oa0ggEODd+z5B9+noPp0vn/+ewtyiUId1hEYtk+l+TpdykzqYwy13v30zVrsVq83CDU9dRWRszU4Fu3vcLfxz3C3c+MxI3l3+cunN4YM6n9mRW164lrOv6tNgZ3EcrnlMLJ9ddiW9mzVHIPAZBn/tS+epebMB6JCQSMekJFzWQ/01Q0r2VqC2+qP9zuasli1pHBXF6FN6cm5q8G8oSmlg5D+HkXUeRt7D5rh3MERcAzhBuEDYwHH2EYdF7H/MY1gg4iqELfz3bg3WdMcvgXOAJCHEbuBJKeWHwWi7rhJCICwa+A/NRjh4E6++uuiW8zlvVD8MQ+KKdNb49SwWC4NuOKfGr1PfjV+2lA//WkbzmBjeHnwJl5/UheXp6SDNYZPMokIALJrGV8NHsHj3Lp5ZMLc0oV/aoVO514hxOPnw0str9H3g/g6Kvwbc4M5EWlogov5R7WY110VIawvQN5lj55bGRxwXjr7QaDmgI0R43RQ+nmDNign/78FH0TSNf31yJy/dOA5pSO58c3SFesa1xefxsXLuGmKSYo6YbVKeshY+VYVhGCyZ/hd/Tl1Oo5aJXDxmIDEJDXSKXRV9v24tT86bRaHP7NlmFxfz4MwZNIuJLt3tCDhizrrNYqFfq1R+anYtc7ZvI9Jm46yWdWOlsAzsoXSsG6851TBIhK0r2I5f7lkIC2AJ2vXqOjXGXg3nXNWX/leYY7/B2KfT5/Uz48PZFOYVceHoAaU3EivL7/Nz95mPkL41AyMgufbx4Ywce1m146uMp654hT+mpCENidAEv34ylw/XvqH2M62gXI+bh2f/esT8dANJZlEhW3IOlC4ai7TZiLIf+2HssFq5sF3dGnIQrkuRxZ8AAgggIq4JcUThS/2WVZOmaUFLVs+NfJ3xD37Kp//+mjtOHYvXXbUyvStmr2bvlgzcBR68xV6+efWnoMRXUfkHClgydTmypDygNCT7tmeRl1X3Vq2GWlZREQfcx04tLPb7OfqugsNi5ZaevejVtBmOkmmOEmhfT+q4CGtrRNIviNhXEUnTEbZuJzzfMAy+eG4y/+zzKJ8/8w3GCWokKUdSPfY6ZNnMlaU1WdyFbvZu3kfrrpX7Gv3mHeOZ/tFsAiVj/0ITNGqRFPRYT8QV5cTmsKEfdv8hJjGKmEQ1FHPQnO1b+ffcWewpKMCqaYzt24/RhxXlahIVzeD2HZiyfh0H05k3oPPY7Jnc0L0nt/Y8jT0F+dzYo2e9msEiLI3AUrFFQb9+Mpec7e/y4Kvp7Nv5K7M+szLwhtr95llfqR57HdL+1LZY7RaEEFgsFlJSK7cqbs/mdH79dN4RSf3kvp14cvIDNRHucdnsNp6f8RitOjcnNjmGs4b35q3Fz2OxNpwxzhNZtz+Lf0ydwq78fIyScgAv/D4f47DppUIInuw3gKMnnOpS8tnfK7iuew9eHTSYro1Sajf4WlSQtZibHt5Js9Y+uvfJo03r8aEOqd5QPfY65NkpY/nsmW8pzCniqgeHVvpmrNVmPWLueWxSDK/Ne/qEr1n7xwZ+Hj+T5h2acmU5BbSklCyYvJjta3bRd9jptO2eetxzu/TpyAerX69U/OFo84ptfPrvr4mMi2TMi9cSnxLHxuz9ZW5YYRgGWskQi+7XefbyV5CDnHD0bCtBg9jwovfgphiGACRWGzRJDdL0yAZAJfY6JDI2kttfuaHKr09plcw1jw7ns6e+xu6y8/Dn/zzh+Xu37ONfA5/BW+zF7rKze8Ne7nxz9HHnr3//36l8/NhXeIt9fPPKFMYtfZGWnZpVOd5wV1zg5v5znqQ4343FamH7qp38b9lL9G7WHE0zlxId3iN/J+1P/tm7DwCLf17GhoUbScqPZv9VJXPKhcAiBP/q048E14lXBOuGwaYD2SRHRJIUUXOrh2tSi5OvwJ/+Ibo/F80KzqQT/zwrh6jEHmZGPTqckQ8NMxPHUb06n8d3xJZ6W1Zsx2I1e4M+t4+Zn85jzlcLuee9MVxww4Bj2p7/7WI8ReYNXSklq+avVYn9BLJ2Z2MEzBHygB5gx9rdADSOimbq1dfz3IK5zN6+Fd0w8BsG45en8fbSPxnUph0jRAoSiP0ji+gVB2hxURde/uQ+Elyucncy8uo6w7+ZyPbcXAwpeffiofRvlVrD7zb4hBaFrcl08C0FSzOErUNQ25fSAGM/aPEIEV6lntUYex1QlFfE3EkLWbVgXVDas1gsRyT1wtwixvS4nyFR1zKi+RhuOflenrriFZp3bFo6c+Ug3acz7u6Pymy3+4CTcUQc+mDoUIn58Q2JlJL0gnymFuzGf24LbBF2nJEO+gw9VO+mRWws9595FjbNgk3TsAiB2+9HNwzmbN9GdsdIepzTBc2iEZ0QRdbFzTnr4/HcNOV7vEdVdDza/B3b2Z6bS7Hfj0fXeWnR/Jp+yzVGaFEI54DgJ3WjEJl9KTLrXGRmP6S+Pajth5rqsYeYu8jDmB4PUJBdiJSSUY8Ff875d29OZdf6PUhDcmBvDgf25rBnUzpSSv7v3TG8PHpc6Q1XAKu97B+L65+8kqjYCDb/tY2B159D+57hV8e6un7bupn/mzEVt66jCYF9UGO6D2zPLfHtOWdEnyPObZ+YyPcjrmHejm1M27SRlRn7So5IvIEAz0x5CE+xl9eW/cGElX/hNwyW7NnFxNV/H7Eo6WgxDkfpGI8mBHGOurNwrs7w/Aj6DsAHMhdZ+CYiLnzuCanEHmLrFm+iMKeodNOMKeN+CXpil8axBb50f4Cd6/Zw+uBTcEU6S+vcWKwaj0y8p8x2LBYLV95/bE10xSSl5J5fppVWSTSkxBPQ2eh0c96ofmW+pkNiEh0Sk+jbohVXT56Ebhg0i47h4pIyAHu9Rfy8cQP+kjncAUNS5DvxTcTTmzXn2m49+GLVSppFR/P8eYOC+C7LZ263qdfx4Q0rlK4UEEDZNerrK5XYKyAnI5cJT07C5/Ez6rHhNGvXJGhtN05NJlCynZ3FqtG8Y9OgtX3QsLsHM+erhezbnok0JHanDSlh+L0XEx0fxdtLnmfq+N+IT4nl0jsvxOEMrx/y2qQftYjGpml0Tyn/56VzciP+uPl2MosKaR4Ti7VkHP3a774ho6QWDEBihIsRJx9/6TyYUyUfOqs/D53VvwrvoHqkbyUy52aQhUjXlYiYp+tmATfXMPBMBd+fYGmOiL431BEFldrMugJuOfledm/cixGQxCZFM3HXu0HdV3PhD0v44tlvadQqmXveHUNccmzQ2j7IMAwKc4qQSFbMXkPj1GQ6nlb2bvZK1U1ctZKn5s1BSoPUuHjOSW3N7b1OJ8EVwcJdO3hq3hycVisvnn8BJyUln7CtgGHQ4e3XS2fO2DSN3667iRaxwf/5CBYj6yIIbC555DI3s7D3qFJbMrAXjANg7VRj+5JKGSipI1M/VHQza5XYy2EYBhfaRnLw38nusvPx+jdrfTVnbdu9KZ2/562lfc/Waiy9kvI8HnTDoNjvZ+TkSWQUFXJak2b8nbmvdJimUWQki2++vdy27pz2E/N2bAPMXv2k4SPqZg+4hJF1QUk9dEBEIOI/QNjNPCSlD7xzQDjA3h8hjj93wyieAvmPgrCAtQMi4YsaG9qR0geBXaA1Rmg1W6q6uiqa2NVQTDk0TaP7gC6s/WMj0pA0aplEYtOqFeeqL7av2cXdZzxcMi4veeKbBzh98CmhDqveiHWaJY+fnPYTGYUFGMCKjPTSDaXBrNQopSw3Sf/3wouZvW0rfiPA+W1P471QAAAgAElEQVTa1emkDiBinkLm3gZSB3t/sB3cVNtAHrgW/BvNIW3HBYi4F4/fUOFrgNe8CaxvBP8KsAd/20Np5CKzLze/GWCBhC+DPgMnFFRir4Dnfn6YGR/Nwe/1c8HoAVgs9eerW1X8MSUNn8dfOgd7xkezVWKvAr9hlA6jCCA1Lo69BQUAXHFSlwolaYumMbBt/RkyE44zoNESkMUI7bAOkJEO/vWAx0zWnilI+cLx/w20ePM1SJAGiBoafnJPgUAm4AMEsnAcIv7NmrlWLapXid1T7GXftkyatGkUtLrhFWF32rn0HxfU2vVCrVXn5tidNjxFXhwRdtqd0jrUIdVLY/v2Y1n6Hgq8XjomJfP5ZVewImMfTquVno2Df5O87rBBIB0pixGWkgVsIt4cVpEAArQmJ/xgE3GvInPuAiMLom6vuV60iOBQnXYLaOFRqK7ejLHv257JXac/jM/rw+FyMG7pC3VunHvpLyvYsmI7pw8+hTbd6sbmBlUhpeSHt6cz96uFdOvfmRufGakKeFWRbhgUeL3EOZ11fhglGKQMIHNuAt8KwICYx9AiRpjHfH8hC14A4ULE/BthTQ1prABS+pG594J3LljbIxI+RGgJoQ7ruMLu5un/7vuEH/47DcOQaBaNKx+4lFueH1VDEVbeLxPm8NadH6L7dGx2K2/9+TypXVqEOiylHsn3ern1p+9ZlZlB3xateHvwEBzWevWlGulfjTwwCqTbfEIkoKUsrnJ7RtHHUPCq+WEQ9zbC0bvkOmuQhe+AFoeIvr9OJ+NgqmhirzclBSJjI7DYzF6jxWYhKq5uFTaa8+VCvMVeAnqAQCDA8pl/hzqkch3Yl8P0D2exfNaqUIeiAOOWLGbFvnQ8us7CnTuYtKYe/n8RMeaY+EFaXJWbkoF9UPAa5urQPGSeuXBOGvnmjVjvTHB/j8y5o5pBh596k9ivvP8SuvTphN1po1u/kxh290WhDukIXfudhCPCHPf3e3Xef+hzvn7lxxBHdXx5+/O5tdv9jPu/j3hy2It8+1rt7rKkHCvX6yld4KRLcwinvhHWlhD9EIg4sLRCxL0BgDRykL40pFGJXbSkFw7fR0qW/HsEdh92kg76hmrHHW6CktiFEBcKITYIITYLIR4KRptHc0W5eHnWk0wtnsgLvzyOM6Ju7TY+8qFhXPv4Fdid5lxb3acz4YlJpG/LCHFkZft7/jp0r4632IenyMu0D2aFOqQG77ZTTyPG4SDSZiPB5eKqLideYVqbpPQh9Z3mnO9yaJGj0FKWoCXPRNg6If2bkFnnIXPGmP/Vd1XsopaW4BoCOAA7RD9qPm9tWzJLxgG4wDGwiu8qfFV7AE+Yy7bGAQOB3cBSIcQUKeXa6rZdn1gsFkaOHcY3r/yIz+MHQGga3uK6uTlAi45NCZRslGxzWGnTvXZv9hblFxPQA8QkhMcshGBoE5/A76PHsLsgn1axsTitdaPWigzsQ2YPB6PQnDWSOBlhOXbnJiklnz/7LfMmLaJL307c+d+bsDtsyOJPQRZhTonRkO7JiOiy6xEdTgiBiP0PMuqfIJyIkmEdIRyQ9AO4fwItBpxDgvyO679g9NhPBzZLKbdK8+P8K2BoENqtl25/7UZsDhtWuxVNE7xy8zvs3rg31GEdI7VLCx754h5OPqsT51/bn/vGl78KMlh+fu9Xrmx0MyOajuHjx7+stevWB5F2Ox0Tk+pMUgeQRRNKFvC4wchGFn9W5nkLJi/m65d+ZMfa3fz2+XwmPjfZPKAlAwffjx2hVW42m7A0Lk3qpc9pcYjI6xCuofWqJEBtCUZibwYc/t1qd8lzDdLA687mf8teRAiBu9DDxqWbeXzoCVbYhVCfoafx+vxnuO/9Oyq9DV9VGYbBuP/7GL9PR/fpfP3yFPKzC2rl2koVCSeHUoWlZO73sfZuycDvNb+t+tw+dpZsLCKibgVHf3Muu3MQlEx/VGpOMBJ7WZNzj5lDKYQYI4RIE0KkZWVlBeGydZcRMEp3JpISsvceqHabhblFrP1jAwU5heWfXIcJIUr/bcD84dGO3tOzDijy+diacwB/IFD+yXWQlAZG0QSM3HuQnurdPxGRN4PtZEADS3OwlV3Uq9/w3jhcDlzRLhwRDi4pWdQnhAst/h20lD/R4l6p4+V8w0MwJsnuBg6fsN0cOGbsQUo5HhgP5jz2IFy3zmrZuTmtu7Vi++qdGAHJ8HurNwa4Z3M6d/V+GCNgIITg7T+fp3mH+rlyUQjB2Al388L1b2EEDG579Qai4kJfeGlD9n7W78+i2OfjhYULKPR5sVssNI2O5vsR15qbV9QjsuhjKPovSDfSMxsSPkRUsdaK0KIgYQJy/6VgZEDuHRiRd6JFjTnivGbtmvDh2tdZs3ADrbu1UtsmhlAwEvtSoL0QojWwBxgJXBOEdusti8XCa3Of4u95a4mMi6RjNbeQmzr+N4pyzaJRCPhx3AzufPOmIEVb+/oNP4OzLu+NlBKtnP07a8OCHdu5feqPCKD4sG3nvIEAewsK+GnjekZ17R66AKvCt/jQIiEC4P+7ekW0/KvM5f3S3JCFwrcwRBQi4uojVtQmNUvk7Kv6HKcRpbZU+7dKSqkDdwG/AOuAr6WUa6rbbn1ntVnpeX63aid1gPiUWGwO8zPY7rCR0Ljqiz7qCiFEmUndXejmycteYmTzMbxzz8cYR21cURO+WLUSt64fkdRLSYi0nXjoYOGuHVz/w7c8Ontm3Zl77rwQcGEOdlnAfmb12tNSQB4+LOWFghfNGS+VJH1LkIXvIH1LqxeTclxBWa8spZwGTAtGW8qxht41mPV/buKv2avpfnaXKg3t5B8owO6017n5/0f75IlJLJ2xAr/Xz/QPZ9Gpd3vOvfqsGr1m+8RE5u/YjiegowGHf5RE2O0MKdmmriy78vIY89MPuHUdu6axv7iI94YMq9F4K0KLGI7UEkBfC47+CFvnarUnrC2Rsa9Awb/B2F/yrNvcgSjyhgq3I72/I3P+gVlN0Q7x/0M4+lYrNuVY9asQRQNld9h4/Ov7q/RaKSVv3PYev06Yi2bRePTLe+kzNPh1rYMlc2dW6cwK3R8ge29OjV/zrtPOIM/jIS19L52Tkpm2eSOekt57alxc6TZ1ZdmWm4Ol5LjPMFiTlVnj8VaUcA4ABgStPc01CGltjMy+FvACTnBUruqp9PwGeEoeeZDeOSqx1wCV2MPcjrW7mTVxAbo/AP4Ab9w+vk4n9ivvv5S0X1aiWTSsdisDRtb8eK3DauXpAecD4A8ESC8sIG2vef/fIgTztm/j7NSySxf3aNwYh8WC32JBExqXdapez7iuE7ZukPAp0jsfYeta8uFRidfbeyHd3wNuwIWwn1ojcTZ09aa6o1I1uzbs4Y6e/8LrNlfAJjVL4Mtd74U4qhPbvyebnev30r5na6Ljo2rlmjluN7f89D3r92dxfpu2aEIwfdMmfEYAl9XKdyNG0TGx7IU1WUVFzNiyiSZRUZzXum2DKM9bVVJKpPs78M4DxwC0iMtCHVK9orbGUwBo0bEZw/55Ed+8MgWHy86/JtwV6pDKldQskaRmibV6zZcXLWBVZga6YfDb1i3EOZ34DPNmoSYEG/ZnHTexJ0dGcl23qm3Y3NAIIRARwyFieKhDCWsqsTcAtzw/ihufHoHFamnQvcmAYfDDhnVkFBYytONJNIuJKT2W6zlUWdGQks7Jjcj1eNGNAEIITmvavEZj8+h+Hvh1Bkv37uHc1m14ZsD5JxzbV5QTUYm9gbDa1P/qp+bNZvK6NfgCAd5fvpQ5N9xMrMPJS4sWsHjPLixC4LBYiHO5ePG8C/hrXzrbcnMY1LYdTaJrtljZO0uXMGvbFryBAFM2rKN7SmNGntwt6NdZtWAdX734A41aJnHL89cQGRv6xWFK8KnfdqXBmLl1C+6S2S6GlKzOzMQb0Pls5QqKdT9WTeOMFi0ZN/gSHFYr57Wp/hqEikovzMdbUr7AGwiQWRT80hFZu7N55KLn8BR5sdqtZO7M4rmfHwn6dZTQU9/1wsTqheu5/ZQHuPP0h9i8Yluow6mwGR/P5tEh/+GbV6fU+GKknk2a4LCYlQADUtI+IZH9RUUYJaWNdMPA7feHZDu6G7v3JNJmI9puJ9pu57JOXY45x3BPx8i9H6P4ayo66UHKANIoBmDPpvTSujy6T2fz8vrzc6JUjuqxhwGf188jg5/DXWjODx476Bm+zfiwzo+nL5qylLfv/ghvsZeVc9dic9gYdtfgGrveKwMH8/aSxewtyOfGU04lJSqKQW3b88aff2DVfAQMg97NmvPs/LmcnZpKv5apNRbL0bo0SmH29Tez+UA2JyUnE+c8stqm9M6DvLGAB+n5jU3Z2RRZh9KzyZE1g6SUENhp1k3XtyFzbgHpQTovoX3PJ7E77eg+Hc2iMWCkmj8erlRiDwPF+cX4fYeWwxccKCSgB+r8uPrmv7bhdZtL8L3FXtYt3lijid1ls/Fg335HPBfvcvHbdaNZnZnBxgP7eeH3+bh1nYmrV/LBJZfRp0XLGovnaMmRkSRHlj3mLX0rOLiwR+BmQ/pUHk7zc333Hozt2988RxrI3NvBuxiQ5i5DB2u7eH8lIn4k7614mfnfLCahSRz9hp9RC+9KCQU1FBMGYpNi6HleV5xRTpxRTs6/tn+dT+oAvS/qicNlx2q34Iiwc86I0PQgI+12ejdvwYp9+0rH4D26zh+7d4YknrKYqzOdSARu3cq0Xa1w634mrPyr9Jz8wqW4ixZhfgB4QWYf005C43iG3T2Y/lecWelvdNL3F0be4xhFnyJl/Sxn3FDU/d9+pVxCCJ6eMpYVs1djtVnpdnb9WP3Y8bR2vLHgWf6avZpOp7eja7+TQhpP/5atmLF5I25dx6ZpFPv9ZBcXkxhR9sYStUnYe0HCR3gK53HPwj3M2tMMATQ6rIf/7vK13NX20H0Kt5GAy1IM0mPuC2o7pcrXl/oW5IEbMD80nMhABiLmwaq/IaVGqcQeJiwWC6cOrGelZYF2p7Sm3SllL9evbUM7dcaiaYxfnsbG7P18ufpvftq4nt+uG02Mwxnq8MAowKn/wJtnwqPLYtnpbs9L5x+q1bIuJ4b/revBP076i1yfkxXeBxncaQhIL0I7dohHGgcgkA3WNuVvL+dfBUIr2ULHA76FgErsdVWDSuy/fDKHXz6eQ6fe7Rn97EhsdrWTi3KkIR068cLC+fhKph5aNY0V+/bRv1VqSOOS0o3M/SfgxanBK6f9gJay/IjhlH/2PpPrf9jDhM1nEOd08fPVFyKEFcSxv+bSOxeZ808QAqwdIOELhLAfPwDbKZRujCZc4Dj3hPGuycygyO/n1CZNS4ukKbWnwST2FXNW89ZdH+It9rIxbQsWq8bN/xkV6rCUEEkvKODjFctw2Wzcckovog/bIalTYjJZRcX4jQABw6BVbB2ofy/dHF5Q2NCL+O7V77nygctLn+vZpCnzbriFPQX5dEhMPOGG2DL/RcBj5mp9k7kxh6P/cc8X1laQ8CXS/RPC2h5cx6/x8sqi3/l4xTKEEPRs3JQJw4bX+Rla4abBJPbtq3dhBMxfDK/bx8a0LSGOqP7asW43sycuoEnrFAbdeE6d2AWpMnyBAJd9/QXZxcVoQvD7zh1MvurQpl+vXTCYZ+fPZWd+Hnecejqt4kKf2IWWgG4bjD/vZ0Ay5eMkPnnpa4beNQS781BPOzEiomL3BLRYCAhAmhvzivJX1gpb5wrVdf/gr7TSbzxp6XvYkZdLalx8+TEpQdNgEvtpg3vw0aMTEZpACMHgm88LdUj1UtbubO7u/TDuIg8Ol4Md63Zz28vXhzqsSskoLKTA6yUgJQEpWZmx74jjMQ4nLw28METRHZ+MeIY5ny6kbZcisvbaEAKEVrWesIh9AZkzBoxMcF2HsFf9xurREl0RpBcWlD6Oc9aB+xMNTINJ7M3aNeHdv15m+W+raN21JV36dAx1SPXShqWbzWQizbnni39KC1li/2r133yzdjXdU5owtm+/Cq8YTYmKIsbhxBcowqJpdG2UUsORBoc18BmDrizAYvXRst0+zrpyWJXvEwlrKiL51yBHaPrg0su4/5dpFPn9PNF/wDGLrZSa12ASO0DTto1p2rZxqMOo19r2SC0d0rK77PQYcHJI4li0ayfPzJ+DW9dZm5WJzaLx8FlnV+i1douFH0aM4tO//8JltXFjj55Bi0v362xM20Jco9gq/axJKZEFz4P7G7C0QMS/h7A0KWl8LRarWVffGWHQvU/d/PU9KSmZaaMqvl2eEnx18ydDqbOatE7h5VlPMnX8TJq1b8oV91V+/9Vg2HwgG6OkXoo3EKj0lnQpUVE82Kdf+SdWgt/n555+j7Nr3R6MgMFdb9/MhaNPPHvkGL5FUDwJcIO+EZn3OCLhAwCE63KkZzqls1PcnyKjbzdnvijKYap110sIcaUQYo0QwhBClLurhxIeOp3envs/+Acjxw4L2QrXc1JbY9MsuKxWXFYr19RAidvKWrd4E7vW7cFd6MHr9vHpv7+ufCNGnjkF0XwAMvfQMVtPSpM6gMxFeudUJ2QlTFX3t3I1cDlQt/daU8JOy9g4po26noW7dtIxMYkejZsc91xfIMDG7P2kREWRHFH5+uNG0adQ9AFYmiHiXkdYyh5iiU2KLh2mEkIQ1yi2nHYnQvEnYElFxL2A0BLAOQCKmkFgDyARUfcdeoFwYvbFDq+CWTtbByr1S7USu5RyHaDmqCoh0TwmlhFdup7wHLffz7BJX7CnIB9DSt67eCj9KrHYSPrXQMErgAeMTGTeWETChDLPbdW5Bbe+dC1fPPsdCU3iePTLe07Q7t9Q8CLghsBuZN5jiPh3EMIFiT8g/ZtAX4P0pYEWZ041FFZkzIuQ/xAQAMe5CIcq5KUcSw3OKWFt7o5t7C3Ip9jvB+CVP36vVGInkAnCUjICYkBg3wlPH3rnYIbeWYEKlYH0w5bo66DvKD0khA3pXwIFrwMeZNGHkPQdwtoWLWIoRAxFSgMh6tf6AaX2lJvYhRC/AWV993xUSvljRS8khBgDjAFo2bL2SqEqDVucw1k6Kq0hSHBVcuqd4wzQGpnzvWUAIv8RnMDsfQ4tCpIBsLTCyDgDrK0QcW+BZwbgLjlZgm8pWA/t6KSSunIi5SZ2KeX5wbiQlHI8MB6gV69eFdv+RVGq6YzmLbi2aw++XL2SFjGxPHfuwEq9XggXJP0IvhVgSUFYg1OwTGjRkDQNfEuQRg4UPG2WDfDnIfMeNxO/fx2lyd0W+pvDSv2hhmKUsCaE4KGz+vPQWcevg1J+G06z5x5kQosC57ngnobk4H2qABhZiKg7kVo0+NcgXJedcCl/QY65P2p0/JE3UqV0Q/FXSOlBRIwwb84qDUJ1pzteJoTYDZwJTBVC/BKcsBSl4ZDWtiXDMhGAExF1NxAwqyhqKUjt+DN+Jr30A1c1uZWrmtzKVy9+f2S7B25BFrwGhW8hs69ASv04rSjhRlR0U9xg6tWrl0xLS6v16yoKmFvIYWSDFh/yxT2G+xfIe9C8QSuiIOEThKUNMvsy0NeWnKUhEj5D2E874rU+j49LY68n4DcLbllsFn7MnYDD5TBXsGZ04tC8dycieTrC0qzW3psSfEKIZVLKctcMqTswSoMijQLk/iHIrAHIrP5IfVdoAyp6G7N8bhHIQoS+GYws0DccdpKBLPrsmJceLGhX+lgIREmlTSEEWDsBNkADLRK05GqHK408jNwHMbKvQXrnV7s9pWaoxK40LO7JENgF+MA4gCx6O7TxaI2Bkt2LpGHOwNHiMBPyYSwtMPKfx8h9EOk3k77NbuO+92/H5rRhc5h/tzsOvU4kfAIR14LrKkTCNyfeSKOCZO794JkG/jRkzl2h/2BUyqRunioNzOE/8gKoeLIryClk7qRFRMdH0v/KM9E0zdzU2TsHpA+c51c6eYrY55C590JgB0TcUFo+VyZMhNw7wcgFx9nm1nT+ZYCO9M6C5LkILYaB153N+deaN4aPXigotHhEzMOViqdc+kbAX3IBKwR2grVFcK+hVJtK7ErDEnFFaY8TLQnsfSu02Mfn9fOPXmM5sC8XTRMs/WUFD350JzLvfvDONYeyiydAwleVWoktLI0QiV8c87xmPxkazSt9bOzrDJTc/JQ+M6FqZmXNWl35HXGlWV5BAiICbPVvn92GQA3FKA2KEE60xInguABkAeQ/hMx74ISvcfv9PPTTVFYMSSanTSSeIi/zv11s3oT1TAdZDBSDfy0YGUGPWQb2AYHDnvGBpU3Qr1MRIvIuRNw4RMwTiKSfzCmbSp2jErvS4EijELy/mQlZFoNnujnn+zj+PW820/Ztp6htNBk3tENvEUlqlxZmL19rAgfnoAtbyfh49Rju6RiZfTCyzkX6/iop/nX4l2tzxapR8AZG3mNmXZlaIoRAOM5CRAxHaGq7u7pKJXalQTGKv0dmnscRFRJFBOAo8/zta3axcN1mfEbJlEJNo93lp/D0j2OR8mDPWZjz0OP+Zy5mqgZp5EPev8DYbxYHy7kdocVBzNPmdEgtERE/Dpl3rzkk4v4GeWCEuXpVUUqoxK40GDKQBflPADmYg8RWsJ6EiP+ozDH2DUs3c1fvhwlM2YTwBbALjYhIJ889ezPxjWLNGTb+NMy66R7zJmq1gyw66rG5qlSLGI6Wshyt0R9mRUffcsBH6Tx1fXv1r62EDZXYlYZDFlA6bAIgHGhJPyLsZd8AXDB5Md5iL1Gz9tD4g42csdvCtGuup1FkybiykU/pDU10kEHoNWuNwXGuueoUJ0TdUfZ5jn7mcSyYH1Dtqn9tJWyoWTFKw2FpDY4zwbsYMCDq7hOe3rprK5wRDjzFXuJ3u7msVQeaRsccOsF1ORR/VtLL1hCRtwKYwyKBdLC2q/z0RyEg7g3Q14NwHrfomIh9EexfIwPZJePd0ZW6jhLeVGJXGgwzaf6vJGlGIqytTnj+udecxf69B/hjylJOHdidS24fdGR7lmRInmkOg1haILQopG85MucmQJjTKRO/q3TSFUKA7aRyzrFBxCjUFjdKWVStGEUJEiklMus8MHaXPOM0pwVGXFHz1zYKzfo3luYIYanx6ymhUdFaMarHrijB4v0FjPTDntBBiznu6cEifSuQOaPNDTusbSDxq2rPzlHqN3XzVAlbqzMzmLd9G149eOVqpX+NOcd8XxeMgteOPBjYc+RjLQUcQdmn5sQxFbxUMs7vgcB28PxW49dU6jbVY1fC0vvLlvLGn4vQhKBZTCw/jhiFw1qxH3fpXwPSC7Yex0yDlLkPmHPMAYomIJ0XkZvThEcv/g/u3M2M+9WCw+VEEEDEPl87W9iJSMw+mnFoqb/SoKkeuxKW3v8rDbeuU+T3syc/j1WZFVvqb+S/gMy+BplzEzL3Lo65B3X4ClUhQLr54KHP2bpyO7u3aNx2bmdWrbwBkTTFnG9eC0TMk2BpCVjBdQE4zqmV6yp1l0rsSp0jpUR6fkEW/g/p33jic31LMbIuxMi6EOlbVvp80+iY0h/ugJSkRJZf00RKaRbywm2WGvDOP6b2i4h5AnOVqgPsvcHWncKcIgK6uZL1QKaNnVtOQlhTK/6Gq0lYm6Ml/4rWeC1a7Itqo2tFJXal7pHFE5C5/0IWvok8cCXyOKsqpdSRObdCYCsEtiJzbjHL6ALjLrqEXk2b0zounhfPu4AWsbHlXlcIAeLwm52auYz/8HOc5yIaLUQkTUfEvYsQGtc9eSURMS6cUU4Sm8Rz7jVnVfWtK0pQqDF2pe7xTAVKhjwk4FsCZfWApcccCz/8MT7ARbPoGL66YkSlLy0SPkDmjgW8iJgny6xeKLSYI2a7tOvRmok732X/7mwcEQ6KC9xExUVW+tqKEiyqx67UPbbemMvlASTYTi7zNKFFgXOIebNQuMA1FCFc1bq0sHVFS56GljwL4ehf4ddFxkSwaEoaN510Dzd2/Cfv3j+hWnEoSnWoBUpKnSOljiz6EPR1CNdwhKPfCc6V4F9hPrD1AH010j0DYesAzktrbROKQCDAxa5RBHRzKMhqszAp/X1iEtRSfyV4amWBkhDiZeASzO+/W4DRUsrc6rSpKEJYEVG3VfBcAQe3k9O3ILOvBdxIXBDIgIirAb3Ga4drmobVbilN7EIT2By2cl6lKDWjukMxM4GTpZTdgI1AkDdYVJRKOGxWDLih+Ctk5hnIzLMw8l+p0UsLIXh80n1ExUfiinZx3wd34IpUqz+V0KhWj11K+ethDxcDNV8UQ1GOx9ad0vrkOEuW95dsKVf8CTJyNMKSGPTL5mTm8fZdH7B/zwEe/fJeeg1S+4AqoRXMm6c3AdOPd1AIMUYIkSaESMvKygriZRXFJGwdEQkfgutKiHoQji6ZW0PFsZ6+8lUW/rCUtX9s5N+Xv0TW7uwauY6iVFS5PXYhxG9A4zIOPSql/LHknEcxdxw4drv1ElLK8cB4MG+eVilapUEzN4+eYVYxdF5UZu9b2E9D2E8DwLA0hrz7gQBEjzW3mKsBu9bvKR1b1ywWMrZnktw8+N8MFKWiyk3sUsoTVjESQtwADAHOk6GYYqM0GLLgWSieDBhQ+A5SS4TANnCch4h7DSGO/HHWXAORzpWArNHVmINvPpcf3jK/rMYmRdOuZ5sau5aiVER1Z8VcCIwFzpZSFgcnJEU5DvfhC5cCEMgFAuCdZy5qcg095iXmdMeanfJ403PX0P2ck8nNzOPMS07FGVH2xtiKUluqu/L0bczCGTNL5gsvllLeXu2oFKUsts7mKlT8gFHyB0Aeuwl0LRJCqBumSp1S3VkxagddpcZJIweZ9wQEssB2qrnK1HkhFDyLuZlFCjgvCXWYilJnqFoxSp0ncx8C3wJAh4ATkTgZYWuPdA4yqy9aWph7gCqKAqhaMUp9ENiKOekKc8piwNxTVAP7xmQAAAYxSURBVGiRCGsbldQV5SgqsSt1X8T1gMvcKUhEQcl0RkVRyqaGYpQ6T4u8Dmnrau4p6uiH0KLI2JFFdnoO7Xu2xmZXPXZFOZxK7Eq9IOw9gB4AzPvmD16+8W00i0aTNim8tfg/2J32EzegKA2IGopR6p1PHv8Kr9uHu9BD+rYMVsxZE+qQFKVOUYldqXfiU2IRmrnoyAhIYpNjynmFojQsKrEr9c7YT++m3SmtiU2O4bonrqBjr7ahDklR6hQ1xq4cQ3rngX8dOM5G2E4KdTjHSGmVzDtLXwx1GIpSZ6keu/L/7d1baFxVGMXx/0qaxNQqWo2KvVjBW6uIQr3hi1YfqkhbFaE+qKB4QYsKPqgUVFBBEARBQQpKFWq1UEVt0bQFUR9UFAnaEhUpVGMVtSlWbZOmmc+HGUxGY1M8x9kzO+sHA9mZYbKyySx2zpzZp05l73pi993E708Tu5YTI18nyREjX1AZvInK7juJ0Z1JMpi1Kq/Yrd7QBv7aaItR2P8hdJzW0AhR+YMYvLG2/0sbMbgd9bzT0AxmrcwrdqvXeR7QXRu0QceZjc9Q2VXdvbE6gNFvG5/BrIV5xW51dPjtBB0w0geHLUWdk14QvXzts2DaPDiwAyToWtT4DGYtzMVudaR2NOPW5Bk45lUY6q3u5Nh10Gu9mNnfuNitKUnd0L0sdQyzluRj7GZmmXGxm5llxsVuZpYZF7uZWWZc7GZmmSlU7JIelfS5pD5JmySdWFYwMzP7b4qu2J+MiLMj4hxgA/BQCZnMzKyAQsUeEXvGDQ8HolgcMzMrqvAHlCQ9DtwI/ApcepDH3QbcBjB37tyiP3bKiRgl9jwGw+9B14XoyEeQfDk4M/unSVfskrZI2jrBbSlARKyMiDnAGmDFvz1PRKyKiIURsbCnp6e832Cq2LcO9q2HygDs20D88WLqRGbWpCZdsUfEoW7U8TKwEXi4UCKbUIx+DwzXRkMw+l3KOGbWxIqeFXPquOES4MticezfqHsZaDpoBmg6mr48dSQza1JFj7E/Iel0oALsAO4oHskmommnwLG9MLINOuaj9hNSRzKzJlWo2CPi2rKC2OTUfhy0H5c6hpk1OW/ba6WIqMD+DyCGoesSn7FjlpCL3UoRv94Pw5urg2lnwMy1SEobymyK8l4xVlhEwNBbEHurt5FtUPkxdSyzKcvFboVJgrbjgdoKXe3QdlTSTGZTmYvdSqGZq6HzAug4Bx29unppOzNLwsfYrRSadjKa+VLqGGaGV+xmZtlxsZuZZcbFbmaWGRe7mVlmXOxmZplxsZuZZcbFbmaWGUU0/jKlkn6mus1vWY4Ffinx+Vqd52OM56Ke56Neq83HSREx6SXokhR72SR9GhELU+doFp6PMZ6Lep6PernOhw/FmJllxsVuZpaZXIp9VeoATcbzMcZzUc/zUS/L+cjiGLuZmY3JZcVuZmY12RS7pCclfSnpc0mvS5qyV3qQdJ2kbZIqkrJ7x/9QSVos6StJ30h6IHWelCS9IOknSVtTZ0lN0hxJ70rqr71O7kmdqWzZFDuwGTgrIs4GvgYeTJwnpa3ANcD7qYOkIqkdeBa4AlgAXC9pQdpUSa0GFqcO0SQOAPdFxHzgQuCu3P42sin2iNgUEQdqw4+A2SnzpBQR/RHxVeociZ0PfBMR2yNiP/AKsDRxpmQi4n1gMHWOZhARP0TEZ7WvfwP6gVlpU5Urm2L/m5uBt1OHsKRmAd+NGw+Q2YvXipM0DzgX+DhtknK11KXxJG0BTpjgrpUR8UbtMSup/qu1ppHZGu1Q5mKK0wTf8ylg9hdJM4D1wL0RsSd1njK1VLFHxOUHu1/STcBVwGWR+Xmck82FMQDMGTeeDexMlMWajKQOqqW+JiJeS52nbNkcipG0GLgfWBIRe1PnseQ+AU6VdLKkTmA58GbiTNYEJAl4HuiPiKdS5/k/ZFPswDPAEcBmSX2SnksdKBVJV0saAC4CNkrqTZ2p0WpvpK8Aeqm+ObYuIralTZWOpLXAh8DpkgYk3ZI6U0IXAzcAi2pd0SfpytShyuRPnpqZZSanFbuZmeFiNzPLjovdzCwzLnYzs8y42M3MMuNiNzPLjIvdzCwzLnYzs8z8CcmJwlB/Q2ayAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291bf19e5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_resampled[:,0],X_resampled[:,1],c=y_resampled,s=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, 64), (1, 262), (2, 4674)]\n"
     ]
    }
   ],
   "source": [
    "print(sorted(Counter(y).items()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, 64), (1, 64), (2, 64)]\n"
     ]
    }
   ],
   "source": [
    "print(sorted(Counter(y_resampled).items()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ClusterCentroid for data generation\n",
    "* Generating representative data using kmeans\n",
    "* Centroids of clusters are used"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.under_sampling import ClusterCentroids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "cc = ClusterCentroids(random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_resampled, y_resampled = cc.fit_sample(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291bf86f9b0>"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291bf20b3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_resampled[:,0],X_resampled[:,1],c=y_resampled,s=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Connecting Sampler to Pipelines\n",
    "* We can any of these sampler to be part of pipeline so that we can validate them\n",
    "* scikit pipeline is not capable of dealing with samplers & we have to use overridden pipeline by imblearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.pipeline import make_pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipeline1 = make_pipeline(RandomOverSampler(),SVC(kernel='linear'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipeline2 = make_pipeline(RandomUnderSampler(),SVC(kernel='linear'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipelines = [pipeline1,pipeline2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\awant\\Anaconda3\\lib\\site-packages\\imblearn\\pipeline.py:190: DeprecationWarning: The 'cachedir' attribute has been deprecated in version 0.12 and will be removed in version 0.14.\n",
      "Use os.path.join(memory.location, 'joblib') attribute instead.\n",
      "  if memory.cachedir is None:\n",
      "C:\\Users\\awant\\Anaconda3\\lib\\site-packages\\imblearn\\pipeline.py:190: DeprecationWarning: The 'cachedir' attribute has been deprecated in version 0.12 and will be removed in version 0.14.\n",
      "Use os.path.join(memory.location, 'joblib') attribute instead.\n",
      "  if memory.cachedir is None:\n"
     ]
    }
   ],
   "source": [
    "for pipeline in pipelines:\n",
    "    pipeline.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "oversampler \n",
      " [[  49    3   12]\n",
      " [   3  243   16]\n",
      " [  32   64 4578]]\n",
      "\n",
      "\n",
      "undersampler \n",
      " [[  50    2   12]\n",
      " [   0  246   16]\n",
      " [   8  154 4512]]\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for sampling_type, pipeline in zip(['oversampler','undersampler'],pipelines):\n",
    "    pred = pipeline.predict(X)\n",
    "    print (sampling_type, '\\n',confusion_matrix(y_pred=pred, y_true=y))\n",
    "    print ('\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Making learning algorithms aware of class distribution\n",
    "* Most of the classfication algorithms provides a method to pass class distribution information\n",
    "* Internally, learning algorithm uses this & configures itself for justifying under represented class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "svc = SVC(kernel='linear')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
       "  shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = svc.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  48,    4,   12],\n",
       "       [   0,  230,   32],\n",
       "       [   0,    4, 4670]], dtype=int64)"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_pred=pred, y_true=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "svc = SVC(kernel='linear', class_weight='balanced')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight='balanced', coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
       "  shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = svc.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  49,    3,   12],\n",
       "       [   3,  243,   16],\n",
       "       [  28,   62, 4584]], dtype=int64)"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_pred=pred, y_true=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. Anomaly Detection\n",
    "* Under represented data can be considered anomaly.\n",
    "* Using anomaly detection techniques to identify anomaly in data.\n",
    "* Validating it with class info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_samples_1 = 1000\n",
    "n_samples_2 = 100\n",
    "centers = [[0.0, 0.0], [3.5, 3.5]]\n",
    "clusters_std = [1.5, 0.5]\n",
    "X, y = make_blobs(n_samples=[n_samples_1, n_samples_2],\n",
    "                  centers=centers,\n",
    "                  cluster_std=clusters_std,\n",
    "                  random_state=0, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291c0209c88>"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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09duaIsI+RwhLjr4FgRBis5Sy7uXaGTv2G5Tda/fx3gMfo5gUFEXhmy1DKV6+6OU73sT0f/JzDmw+jOpR2bvhAN8fHk14dBgWq4X72jUBYOfKPVjtFlyZLsrWKMWAue/mefxF3y/n17F/UbF2eV79sj22gJzZr3EnE1DMus9eUzXOHL16XSS3y82+DQcJLxrGrC9+Ycn0lUgJT/doRaePn7vqcf8VhAWci3XjGtgOIYTuiLFk2zVn/Kgn/oCeaORaDxcYdmGKRIQNREoN6ZjvP4d0o0RnqYRraZMg7Wt0d4eAIt8ilEA9u1XkzIYFEMKCCOqoDydVb9WkOXrYpEwHxxKwzvUd6t4oGIb9BuWnrxfiSNcPG01mhWUzVtO295MFvKqCJWbPCVSP/jgtFEHs8Xi/J5m4k/H0bDEAzaM/nh/fe4rpn/5EaGQIz3/QmuDwiyeg7F67jxGvTcCZ4eTAVn1X+NaYzjnaVa9fmaiSEcSdSkBTJU/3uLq0DrfLzVt39+HE/tOoHhW324NU9afrmUN+pv2AZwutNLCUqp7Sr3p3z/ZHEGGf+rdxHwD1aLZ3nEiltJ41qh5FBDyByJYdK4SCDH5Lr2OKBEyI0A/8xhRB/wNTlJ7kZH8IYb0yd4cQJghojXSuB/d56SuP/iRwg2EY9huUEhWK6TtPhxuz1UJU6f+QH/citGjXhEVTlgFQpGgY5Wr4hzUO6TDKZ9QBPC4Pf01ZhslsYufKPYxc6298shOz95QvgdPtcHNo25Fc21ntVsZsHsrWv3cSUTycavUqX9W17Fl3gBMHTpOZllMIyxpgLTSRPFI9paswamchqCtK4BOgnvAmHp2XMZgPFxh2/6QlL+nfeCNg9AgVIn9FmLPOWpTg19DsT4B6DGG5RQ+VzIYQAgIeRwQ8fk3XJIJeRjoXeV/YIeDG2zAZhv0Gpd2HT3H2WCy71uylceu7aP78PQW9pAKn68iXqHt/bVIS0mjcuj5Wu3/c9rmYOL/XiiLQNInH5eHAlsMXtI1lTPfJONOd/O/T56n7QC1MZhP2QBsSaPXqxWtp2gNtNHz0sm7QSxJeNMx3ExKKICQimLTEdMxWM31/7F5oyu7JpLezjHRKP6S1NijR2TTaFTCV0ttKqRt9YUOaypAjgib7zUBqyLSRSNcaMBVHhH+NMJVEMZcAc9YZg5b5B2RM1f32Ie/prpdrRFiqQPQyPXbeVDFfxvy3MQ5PDf4z/Dl5KSPfmIhQBGFRoXjcHpJiUzCZFG5tVJ2hi/r52nas1o3Th86gaZKg0EBmnBpPakIam//aTpnqpbj17mrXfb2/jvuLaR/PISDYzrnj8bgyXVhsFh7o0JS3x75y+QH+BbRzjfXdOoAIQhQZh7DWR7q2IFOH6u+F9keYy6Il99F376ggQkEmZhvJBPY24Jie7b3zUS0KmG8DSxVAQQR3RZiK65rt8W3xKUDaW6GED/53LryAyOvhqWHY/wVOHTrD75P+JrJkBK1euR+zxXhQKiiO7TlB/MkEbm1UjYyUTH4bv4iA4ABavXq/32Hog5Y2aN46prYAKxN3fVVgh9MLJ/7NmLe/8yVw3dqoOsNXflwga7kQLf17SP1cF9MylUREzstVtkCqZ5CxLcihmgiAGcKG6BICCW0v0saEr6CHUhwRvQQcvyGTP0RPggJEGAQ+gwh6DaGE5NMVetfv3onMmAZKaURwF4QoGNloIyqmkJCSkMob9XqTnpKBxWZh7/oD9P6+W0Ev66pYOXcd3/b5kbDoUN6b8iYlKha7fKd8QlVVpg/6iWO7T/Bgx3up99DVpXyXu6W0T1LAFmCj3YfP5NruntYN2LBwCwAlKxcnuox+hpESn4rL4fpXY9PrP3IHE3tP87qONJ7sVnjqcCpBLyKt9UCLA2s9PVtUSwL1DJgrZhl5n77MBYhACBuGYm+O1FKQwgrSjW7Is8eVZ/u3dlqPprE20JUXpVfeQCZD+mSkazsi8od8u0apnkEmvKgnRWFDqscQ4V/k2/jXA2PHfp3ZsWI3/R4fQnpyBgDhRUOZfWbSdZ9XSsmGhVtIik2h0RP1LxnxkRdiT8TTqVo3nJkuhCIof2sZxm//Mp9We2mklLxSuydH/okBwGwxMXRxf1+cen7jdrlJik1h1+p9uDJdNHmmIfZAG79NWMTobt8B/OvukMSzSWxbuosy1UsW6vJ70rVVL0oBoBRDRM71KSdqqWMgfXi21ibd+Ef+5NsBS/duZOooXWs9u6Z6DgLAdh8EvwYpn4N7qd+nImpxjpj4q74m50pk0ltZma5KCZSiy/Nl7Cslrzv2wnG0fhNT9pZS3mIUYLVbqNXk6gocXCnj3p3KJ22/YlTXSbxa512cmc7Ld7oECWeSUEz6n4vUJHEnEvJjmXnixP5THNt93Pfa41bZtXrvdZnryM5jtCnRmQ6VuzJn2AKaPtvQV61pbI8puJ1u3E43i6Yu51zMv1e7t0ixcJq1bZRvRl2696AlD0RLm4SUubk+rnLctBHedP8MfdfuV4z6fPFqAUp5CB/tZ9QBhKUGIvQ9Lu9MyATnAkjuDu6NOdeR+vnF16glIdOnIjPnIeWlbh5eLLfqa0YB7GC/eF3XwoLhirnOhEeH8fWaQcwf/QdRpSJ4usejV9Q/M93BZy+MYNfqfdR76HZ6fvt6nnz0i6Ys88W5Sy2Z1+v2JrJkOG9904VSlXNmLqYnp/PdhzNIOJ1Im/eepFpd/yy9SrXLUbpqCU4cOK3HZ7+T/7L7qkfl6K7jRBQPp0ixcN/7gaGBCEWAV+8FAbXuvTXf5weY0HsaqYm6z/bYruOsmLOO+19sCoDFZvF9p5om2b5sF5lpTu5pXZ+I4kUuOmZhQ3ctPOd1LdiR6hFE2Cf5M7gII8uNIsDr65bSCekT8LlUtBMIa4PcfdWm0nr9Us9B9JuBGX33biGH/92z74qWJ6ULGf8kqHGAAs7liPDhl+wjlAiInIfMnI8wlbghwh8Nw/4vUK5GGbqNzpnMkhdmDp7Hpr+243a4WfXTem5tVJ1HLxFqd57IkhGkxOuPjs5MFzF7TnB870k+eHgQUw6MytH+42eHsX35bjwuD5v+3M7UQ6P8knvMFjPDVw9i+7JdhEaG+Bl+l9PNvBG/EXs8jpavPECF2678EdjlcPFWo76cOHAaqWp8OPsdGjxSR7+WEkXoMfE1Rnf7FiEEnYe2o8ZdVa94jrxgsVoQivCJhmW/ifad2YOPn/kSp8NF7Sa38PUbE9E0ydSBs/hu7whCigRfbNjChXsPWQ/rDnCuAfQba/zpRCKKh1/1Ab8I7YNMPKYnJ9kf0d0lgG7szWT5yhU9OzW3MYQJIn8E51IkCihlQCaBazO494Hr/FOAt9hHjgEi/DXfs+M5CloiuuQwemZpXq7LXBYR0jVPbQsDhmEv5MSfTsTj1HcpbpeHxLN5y4JLOpec4z0pJedi4nNtv3/zYV/5OaEITh08k0N/xmqzUO/B23P0/arzWFbMXYfb4eKvqcuZsn+k3447L2xetIOTB07j8CbkTOz9g8+wAzzQ/l4eaH/vFY15Nbz6ZQcObj1C7PF4bm92G02evsv3WZ0WNZmXMBmAFyq85tu9my0m9q4/cNUHuv86lhpkGUQ72BqTFJtM1wYfkHA2ieDwQMauf5zwSMDW7IpKwglTUUTUzznfF2Zk2FeQ8r4+d+inlyz6IYQN7A8hAC11OKRP1D8IehmCp0PGLBAR4PjVK+MrAQuET0bY7vTqz+eCqSRZNzWzt9DHzYdh2As5rd9uxYrZ60DoBuTBjs0u3wlwO7N8h0IIrAFWhCJo3jZ3Odx7Wjdg6fRVeDwqtgAbFWrmfde9dck/PrVERVE4sjPmig17SJEgzh/kC0VgsZr5rN0ISlQsxvMftM6RbHQt/DV1GaO7fYvVZuGDH9/mjuY1UVWVxDNJRJWO4Iej36B6VEzmi6fsV7mjIolnknA7PageldJVS+bb+q43wlQMImYhM+eCqTQisC2/fPwTsSfjUd0qT793lABtDTLFAkoxiFpwzZWXAJSA+yDgPt9rKTXw7AUR4pdhmh0pHZA+Dt9OP30cIvhVRLh+fqhZKkHKh/huVGmfIVPikYFtUIJfz3ntSjBETNOLfShhiJB3rvm6CiOGYS/kVLitLFMPjeL4vlOUv7VMnqNbXv2qAyNenYAQ0OiJ+jR+6i7swXbqPlA71/ZvfdOZWk1qkHQumRYvNCYgOHfRpNyo+1BtFk9dgepRyUxzEBwR7D0wznt25G333MKT3R5h/ug/iCxRhGN7TnBgy2GsdgtnjpzLtxDR1MQ0hr8yHrfTTQaZDHz6C344Moa3GvXl9OGzBIQEMGL1J7meQ2Tn3clvMPG9aZw+fJZn3338uoR+ZqZl4shwUaRo/it3CksVhKW377XNbkVRBCrwYNsErFZVDzvUzul+7HwuCiGlhkzsDK5NgIYMeQ8lqF0uLRX8Qx8VpPRk1ed27yRLmsANnl2AhPRxSMvtCNvdWXNqqZA5C1AQYUNuqOLUV4oR7liIUVWVIe1HseqndZSuWpJPf+9DVMm812BMjkvBke6kaNmo65qCvm3pP7z/8CA/V06F28oybMVHBIVeeTr2+oVb+PT5EWSk6CGixcpHM+3wmMv227J4B8NfHYfJbKLnt2/kyA71uD1M+3gOP372E5pXUMtsNdNl6ItM7D0Nl8ONUAT3tmlU4MU3Vv+8gU+fH47UJE3bNqLXd29c199hZlomvR/8hD3rDjBu6VHKVk1FoIIIQET9nX8FJ7xI9z5kwrNZ6o4iFKVY7jZBy/wTkt8lK6rGS8DjYGkIKX3xKTp6d+6SAERIP5Sgp/TXUiLjW+k+dlS9nakyImKSXvv0cuuVElxrARdYGxWYjK8R7ngTsHLOOtb+shG308Ox3ScY13PqFfUPiwqlWLno664rcvZYLGZLlttCapLj+07x+8S/r2q8qnUrIQQoJgVboI17nrh84V+Xw0W/J4Zy+vA5Tuw/TZ+Wn3LhpmV0t2+Z8+UCn1G32Mz8b9BzWGz6gSmAIgQ2u/9/2vSUDA5uO0Jmek5BruvF169PwOVw43Z5WDlnHUd2xlzX+QKCAxixehB/uGdQvtEChO1esNyOCB+bJ6MupURLHYF2rilawitILeXSHZRQkNlEwJSLP5UoAQ/qkTKAHhXj/XEs1F0roQPA/igEdEJiJzPdTPxpDy/X/ZXTR7xyBzLJa9Td6Dt8CeohZEreMnhlSh9k4mvIpLeRCS/l+NsqbBiumEJMZprD9wekqRrpyekFvKLcqffQ7VjtVp+/GcDtdDP+3e85eyyW14d3uqKbS5GiYXyzeShLflxF0TJRtGjX+LJ9HBlO39wAmakOVI9KamI6MXtOUKFmWbb8vROn9yzAHmzjtWGdeOTlFrgcLpbPXsP2pbsoUbk4HT/J0jo/vu8k3Rr2QVM1rAFWxmwaQvQFSprnYmLp0bQ/scfjuad1fT748e1rltQ1W7P915TS//V1RPWo/D1tF27nE7Ro14RAWx5dcq7lkP4tkAmuOGTq4BxSvdkRphLI0A8h9UtQQhDhX196fFMxvaLRhYqQMh0l8EkI1EMQ/55fmqXTZrBznZXMjHS+6ztDf/oSYaBEenVtzhtlDWTqZS9NSgmZP3nbo9d11c5CHnb6BYWxYy/ENH32boqWjcYeZCMwNICOHxWs2P/pI2fZs36/nwEFiChehIm7vuKNEZ2ILJXlKpJS8se3S9i38SAAaUnp/LNqD0mxOSN2LqRExWK80Ocp7m/fNE8StaERIfo5QpANW6CNVq/dT8yek3Ss0pV+jw+hQ5Wu1LynOjZvspFAUO8hPcLHarfy+eL+/OGewQt9n+KV23vSruLr7Fl/gLlf/UpacjoZqZmkxKd667Jm4Xa5eb1eb84ei0XTNFbOXceyGWsuu97L8d7UrgSFBaKYFFp3b0XZ6qWuecy80P+JoYzq9i1je06lW8MPUFX18p1AT0byGUw3eE5ctosS+CxKsfUo0Yv9tNdzQ4R9BpbaIMLR3TEBYCoH9qzD2M2LtvPD4E1sXBpERppJTynyJtUJoSAiZ4K9tTfW3q4LlAVf/vBUCKErVp6v2SpMuohZIcbwsRdyVI/KqUMhhXHCAAAgAElEQVRniCwZQWBI3g80L8bpw2dZPnstJSoUpckzDfO8k/5lzB+M6votUkoCgu1MOzqG0IicQktSSjpW7capQ2cAsAfb+WzhB7hdHvq2+gwAk8XM8JUfU7FWLjUorwEpJXs3HMRkVqhSpyLDuozlj0l6nLJiUnju/ScpWiaKU4fOcN+LTXPUVY0/k8jzZV71iX8VKRbGQ/9rzpxhC3A7PVjtFl4e3M5Pq2Vi72nMHOpf2efpHo/yyhft8+V6NE371wpqaJrGQ9a2vhh+a4CVyfu+zvGEkhtSS0DGtdJL2EkPosg3CFv+FCTPOVeaXtjaVFaPeUf/u+5cqwfODBdCgJQQXSaKr1Z8RLFy0f79pUeX5FWK+uQOLjun5yAyuS9IJyL0A4S1Xr5fV14wRMBuEkxmE2Wq5c9uLeFMIq/d2QtHugOLzcLhf2LolMengIm9f/C5hTLTHIx/93t6TsolnEwIuo15mf5PDkVTNeq0qEnxikV5seKbvsNVHG5+GvFbrv2vBSEEtzSo4nsdXTrSV4zEYjUTWTKCRzrfd9H+S6ev8hl1gOS4VJ7p+Rh7Nxxkz/oD1GlRk5av3O/XZ9+mQxcsQn/Syq/r+TerJCmKQukqJTh16AyaKrEFWAmLztvOVCgREPWnrs1uKnvR8MX8QCjBcIFBPrH/lC88VTfqkfxwdEyuGxchzGCueGVzmisjImdc/aL/ZQzD/h9i99r9SClRPRqqx8mKWWvybNitAVa/aj6X2ujfeX9tZp+dREZKJhHFw9mwcIvvcPI8USWvfwp+m16Pc2RnDP+s2kv9h+/gkZcvr/GRPetUUzXaV3qToYv7UaWOvyFIT8ngyI5jNH7qLnav3Y/b4UYi6fhRW6rXv7qqSYWBoX/3Z9L7P+DKdNHho7ZYbXmP/hBKCFynXfrlqN6gCla7BY9bRVEED3ZsVmiKkRQEhmH/D1GhZllUb1Ueq93CrY2q57lvvznv0KvFR6gelaCwQDoMbHPJ9gFBdgKC7Pq8tcqhZDPs0WWjaPt+a9KT07EF2q5Zn/63CYv4acRCylYvRY8Jr/pS+20BNvrPyUotVz0qMz//mYNbjvBgp+bc0fw2Rrw+gQ0Lt1KraQ3ub98Ue6ANl9ON6tZ9y2lJ6Yx8cxJfrxnkGyfuZDyv1emFy+lGapI3v/4fHpeHOx+oTclKhfdALS9ElYzgvSk3Tur8eUKKBDNu2xes/nkj0aUjadCyzuU73cQYPvb/GNuX72L+qN8pXbUk7T58+ooyOt0uN/GnEoksWQSLNfed3LnjcfRp+SmnD5/lrlZ1STidSGa6gwo1y7J3/UFua1SNN0e9xBf/+4YVs9disVsY9Ov7V616uXfDAXo2H4gzw4nZaqbRE/XoO6NHrm2/7TOdn0b8hjPDhS3QSuu3WvLT8N9wZrqwWM1omkQxCVSP5ueSqVq3EqM3ZFXmmfX5fL7t+6PP+Ddtczd9f+x+Ves3MLgSDB/7fxDVo7JrzT4CQwMuKu9au+mt1G56dcqIFqvlslWERr4xkZjdJ9A0yfLZa3yBEge36MWfzx2LpUbDaqz9ZSOqR0VNUxn+yji+3TPiitez8Y+tDHjqc1yZupaOx+XhxP7TF22/fflunBku7yvBoe3HcGXT4QFQc1FxPbzzGNuX7/J9b+FFwzBbzKhuFYvNTFSpvCeNGRj8GxjhjjcoqqqSlpSeFeeuafS6/yP6tvqMt+/py7RP5hTIutKS0tHOy+vm8jAopeToruN+74k8hDPmxqDnhvuMOujnAE/3uLiccJOn78IWZEMoAiGg9VuPEBgSQFBoIFa7BYs996cQj9PD9wNn+14HhgZQ/tbSBBcJ4o4WNWnf/9mrWv+lWDFnLaPf/o7Ni7bn+9jZ0TSNY7uP+4nLnTsex6/jFrF9+a5rGltVVcb3mkrnWj2Y8N73eQ+dNLhmjB37DUjM3pP0aNqPtKR0brmrCkP+6sepg2fYt/GQry7mrKHzadf36esyv+pREYrINb78pU+f5/2HPwX0pBq3y4PqVlE9KlKTCEXQ4oXGpCdn8NeUZdiDbLwz8dUc43jcHkxm0yUPwNzOLKNuMpsY+HMv6t6fuxYOQOu3WlK0bDTHdh2n0RP1qFCzHFMOjOTg1iMsn7WGRd+vwB5so0zVUhz5J8YXxaOYFIQiUFWV+aP/4Ls+P/rCH9/8+qV8CUPNzuIfVjD8lfE4M5z8PmExg377gNrXQX9eVVV6P/AJe9YfQGoavaZ0pUbDqnSp9Y5+7ULw2lcdaNn5/ssPlgu/jVvML2P+xJnh4vThcxSvUCxPktMG145h2K8DKQmpbFm0g6LlovNdNzw9OZ1RXSeRHKunbB/cohulug/U9kVzAIQXy5mirWkac4YtYMey3TR5tuFVyeD+OHgeU/rNxGQx0eSpBgSFB/Hoaw/66ojeds8tTI/5hvhTiZSqUpydK/eSmZZJakIaR3Yc457Wd1GlTkXemfgaXUe9hNlq9rtBSCn5qstY/vxuGUFhgXz2Z98cRT/O8+qwDnzTfTIgaNnlvksaddDDBxu3bkDj1g0AXeNmTPfv8LhUzh47h8flQfOohBcLY+z3nzP9k7msmLsO1aOyd/0B+j8xlKTYlKwCJtLM9mW78l0AbMNvW3w3aKfDxcT3p3FHi1o82/Oxay5xmJ09a/ezb+NB31zje02lff9nUT2qL0P394lLrtqwx+w96XN9OTOcnNh3Mn8WbnBZrtmwCyHKAFOB4uj5vuOllFfuML1JSEtKp0utd8hIyUTTJF2GtuOx1x/Kl7HXL9zCR8986bdTBT3+uEixcN6b+iYTen1PUHhQrmqI875eyNQBs3FmONm2bBdhUaF+mueXI+FMIt8PnK37xj0qi6etBGDR1OVMPTiKsCg95jmkSLAvMqVOi4urAuZ2cLtrzT6WzliNpmmkJqbx5cvfMH5b7oWDH331QZo+czdul4fIEv7hk5qmcWL/KTSPRpnqpXJI8GamZdL30cE+o3Y+qVDTJMlxKcz8fD5LZ6zifGyBI93JlsU7eLBTc47ujMGZ6UJKSaXby1/yO7sa6j18B2t+2agbRQn7Nh7i4NajbP5ru98h7rUSFBaIpmnZXgdRrkZp3zVb7Raq1Ln6UnwPdGjKn98t8YWQ3uetRGVw/cmPHbsHeEdKuUUIEQJsFkIsklLuzoexbzh2rNhNRqrDF/M97+uF+WbYR3Wd5NM9R+g70OoNqtDkGb0YRJOnG9Lk6YYX7b977X6fIXM7XBzceuSKDLvuO8/pOBdCcHTX8as+lM2O6lH93C+q+9I1KUMjc2a/uhwu3qj/Pke9xa+jy0YxYfsXBIVl7XZTE9KQ2YwaEuxBNqSEho/WZeqAWVwYMGYym+k85AUiS4RzcNtRHn6pRY749qsl/nQiA1p/zsn9p3jopeZEFC+iyxSoGlKTeFweDmw5fMVyyJeiQs1yPPd+a2YO+Zmw6FDen9aNCreVpeek1/hlzJ9Uur08Lw9+4arHr3pnJcZt+4J9Gw9RvX7lPD3ZJMUm43F5iCp1+WxXg4tzzYZdSnkaOO39d6oQYg9QCvjPGfbda/XdpsuhG1+TxUTZW0pfplfeOa9zAnqM9pBFH3Jrw2qX6OFPs7aNWP/bZlS3isli8mmlnEdVVRRFuajhCCkShMliziriIfSNrsft8RV8vlZqNr6FO+6ryYaFWzFbTHQbc+UlBdcu2EzMniytkrgT8fz9wyoee/1B33vRZaKo0bAa+zYeREpJixcao5hMLJm+kl/H/uXn1gJdCTIkIohtS3fR7sNnrvr60pLSOXnwNKWrlvSTNB75xgQObD6E6tH4ZcyfOUIuQff1L525muZt77nq+S/khT5P8UKfp/zeu7dNI+5tkz+JRiUrFc9zbP+CsX/yTfcpADz0v2ZXXU7SIJ/j2IUQ5YEVwG1Syovqdt6McexHdx3nzQa9cWa4MFt1I1Dznlt4a2yXXDVVroYDWw7Tp9VnpMSl8lT3VnQeklthgkuzffkuNv+1ncp1KtK4dQOfEf9h0Fy+HzgLi81C/7nv5lqQY//mQ/RsPoDMVP1pxGQxIb3Kg4oQDF/1CZVql8913h0rdjOk/Ug8Lg/dxnSm0WWkeJNikwkMCbiqyknrft3MgNZDfclYQhG8M/G1HNWnVI/Klr93YguwYrGZ6XXfRz7/eXZsgVafr1h3T1Tk2J4TNG7dgLfGdslz2v+Rf2J4s8H7vqeulwe/QJteTwDQ7e4+7Fm3H9CfHDRN0yN+zt9jvf9NLXYLM06M8/1NzRu5kO8HziYsOpT+c3rm0L+5kWgZ9ILvu7HYLEw5MDJPOjX/Jf51PXYhRDAwF3g7N6MuhOgihNgkhNgUGxubX9MWGvas2+8zkh6Xh2LlivLhrHfyzagDVKlTkVmnJvCHa8YVG/XZX/7C82Vf5asuY5kzbAFDO4zio2e+9NZBjWX6oLmoHg1HupPBL+YuoVq8QlGfgTFbTASHBaJ5NFwZLhzpToa0H8nSGatz9JNS0u/xIZyLiSPhTBKfPj/8strm4dFhV10Or/4jd3B3thtHSEQwh7YfzTGnyWyi3oO3U6tJDdIS03PIHpitZsZsGeJnuFWPyt4NB0lLTGfpjNUsn5l3JccZg+dludKAb/v8iMPrGuv4URtsgTYCQuxElijCp7/1oWbjW6j34O1+mbkCfDfWE/tPMbH3D6QmpHFi3yk+aftVntdSGLlQvsBiM2I7rpZ8MexCLycyF/hBSvlTbm2klOOllHWllHWjo6Nza3JDU6NhVZ9P1h5o465ClNK8e+0+pvSfReyJeE4eOIPb6cGZ4WTj71s5eeA0Hrd/fLF6wWuX003cqQRCigTzxdIB3P14PcKiQ0lJTPNrd2RnDF++/A0r567ze1/TNBzZjKqmyaxDy2y4XW62/L2Tg9v0ZCYpJavmrWfGkJ85sf9Unq9XURT6zXqHqYdGYQu0kRKXyoJv/uKZYi/zkK0tX78xIUehhNrNbqNkZX+XgVAERaLDaN29lW50g+0EhAT4ZItVVSM57vJ63ue58DxAIn1+/jr31WLKgZEM+asf43d8Se17b2XY8o/4dGEfXuz3NNYAK7ZAG3c9WpeiZfXCF6mJ6T5ZWoDUhLyvpTDSd2Z3gsODsAZYeXVYhxzF1A3yTn5ExQhgErBHSjns2pd0Y1KuRhk+/7s/y2asokLNcjzQ8d6CXpKP+FOJKKacfnMpJYGhAUQUL8JD/2vOwol/6+qM32T5Ng9uO0LPZgNwO91UqFmWYcs/4vE3H2bAk0ORalbx6fM+aWeGk+3L/qHxU3f5xjCZTLTp9QRzv/oVhKDJ03fl+E+relTevudDju87iaZqvNhP92NP+3gObqeH6YPmMmHnsBwSrJciZvcJTGbd8HlcHl9c+qKpy2n6zN1+seFWm4VR6z5jxGvjWTJ9FYpJof4jdYgsGUGHAc9yV8s6pCamExBs4/2HBoHQb4Bzh/9KRmomz3/Q+rKHmh0/asOGP7Zy6sAZhICOA9v41ZaNLFGEyBJF2L58F99+MJ2QiGC6jenM8x88RdNn78aZ4aJCzbK+earWrUi1upXYt/Egmqrxv0HP+8Y6svMYQzuOJjPNwevDO1H/4Tvy/L0VFHfeX5t5CZMLehk3BdfsYxdC3AOsBLJXlf1ASrnwYn2ut49dVVWO/nOcsKgQ43QdyEjN5JXbe5Icl4rH5SEgWI/+6PL5izzUqbmvXUp8Khab2c/YvPfAx2xZvAPQfb9vj32FEpWK8d79Wf7oUlWKE3ciAWemrsHy4ax3co22Ob7vJB6Xh/K3lc1hBPdtOsS7zQf4oolCI0OIKBHO0X/0LNWAYDvdxnTmvnZN8nzdyXEpdKrWjcx0J6pb9e3SA4Lt9JnR/aIRQctmrWHzX9u48/7aNH327hxrTTiTyFuN+nLmyDnf99J3Zo88RxhlpumhsLnVg02JT+WF8q/hSHeimBTK31qGcRcJ9wT9b/3IjhhCI4MpWjbrpvdc2VeJOxEPgC3AyoyT4/M1Bt6gYPjXtGKklKvIOuIpcFSPyrstBnJgy2E0VeOdSa/R/LnLl1a7ECklmqrliH++EQkMCWD8ji/Zs+4ARctGUbpKiVzb5RY6aLVbsnbkQmCxmbmlQRVadrmf+aP/ICw6lD4zupMSl8q2Jf9Qu9ltuR68Ajl05fdtOkT8yQTuaHEbRYqFoXqjQIQQKCaFmN1ZkS2aplGpdlZhjlOHznB013FqNKzqt/tPik2mT8vPOHcslkdff5Cx275gxey1ZKRkMOuLBUgpqXxHBe68v1auazy66zhf/G8MzgwnS6avYtnMNbz02fN+a1/503rOHss6J3K7PJw7dvFzI03TkFL6fPXZb5wXsn35bl9ykKZqvoIlF8NkMlH5jpyx5knnsqpUSSA1Mc0w7P8hbjqtmD3r9nNw6xEc6U5cDjcTe/9wxWP8s3ovT0Z05JGA5xnbY3L+L7IACAiyU6dFzYsa9Yvx+vBOFC0ThVAEd95fi0ZP1kcIQeeh7bij+W0kn0uh570DCAwN5KXPXqDuA7VJik1m8bQV7F6776Lj/jxyIe/c25/B7b/mldvfJf50Ii/0fYoSlYpRtW5FUuJTfZozQsCHM3tQoaZu2Lct/YcutXsypP1IOlV/i3MxWUa1e+MP2b/pEEmxKXw/cDb/rNrL0z0epf2ANsw8NZ6J/wzjy2UDLyoVvHPFbs4flrgcbtbM38jrdd8jZm9W1uTZo7F+4ZAmk+J3WJudNfM38mjIi7QMeIFZX2RVWjq+7yQDWg/lo2e+zCq4DIx/d6rf2E2eubqiHU92ewR7kH4ucFuj6pcVbzO4ubjpjp2DiwT7xf+GROSt9FV2Pu84ivTkDAB+Hb+I+zvce9EwvpudyJJFGL/jS+xBNr/U/81/7WDnqr143B48bg+juk5i9IbBJMel0Pm2HjgynEjJRbVG5nz1a7ZkKTfvNO2HyWyiQcs76TX5DZ4o0sH3ezRbzVgDrCycsJj6j9zhld7V+1qsZlbMWcfTPR4F4MxR/53z1r930qxtI77pPpklP66iUu1ydB//KtFlInMNU4wsFYHTkRW5ohcmUdn05zZf3dEHOzXjt3GL0DSJpqp8+nufHJmv5xnSfqQvEmbyhzO4v/29hEYE071JP1LiUpFIti7ZyfeHRhEcHkxKtsNYi81ySVGz7CSeTWLg019wfO8pHuzUjM5D2tHk6btwpDup2eSW/3TRif8iN92OvfytZWg/sA3B4UGUrlaSD6a/fcVjZI8SEULkKN78X2H57DU8UaQjraM65XjyyR6NAfhcVtuW/IMzUw9/dGY4mT/qj1zHLlGxGCbvGB63itvpwZHuZOXctSTHpdJj4mveSBAr973YhA8fG8KY7t/RueY7RBQP9ykxmiwm34HqiQOn/VLkASrWKsvKuev4fdLfJMemsOXvnbSv/CZtSnTmWLYkpozUTEZ3m8SwzmNzJNe6nR4yUjJ9r8vdUppv946g78zuTDkw0pdx++u4v2hTqjOv1nmXkwd1+WD1giQj1aOrcqYnZ+g+fwlpiel0rvUOLqeb5z54EluAFavdQvGKRQkvmrfSdKO6TmLv+oOkxKey4Js/2fTnNqrXr8LtzW7L9QYWfzqRyf1mMGPIvMuGnhrceNx0hh3g2Z6PMS9hMt/tGeETp7oS3h7bBVuAFbPVzN2P18+3tPEbheP7TnJw2xGGdRmL21tN6OdRv3MuJhYpJZP7z+SjZ77w7ZpDI4N5yxtJU6JiMZ9xtVjNlL+tbI7xpZR0HfkSde6vRZlbSvnFK2uqZMn0ldz3QhN+TZvGgtRpHNhyBGeGE2eGC4/bQ7V6lWncugElKxWjdfdW3OMV9Rr84tdoHn9D+sd3y4g7lYimZkkJS02SEp/K+He/97Ub/OLX/DZhsU9c7UJ+HvU7SbHJ/LN6L8lxKSwY+yd/fruEmL2nfN/ZNz2mkHA6icPbjzHIG1PedfRLWGxmzBYTT3ZrSVTJCEIjQ3L4xeNOJPB5p9G0fe9JHvVmyMbGxPFK7XdJvSCsNDcSziT5bUCSzl00PxC3y82b9XszY/A8pg6YzYfeIuNXiupROXnwtHFjKITcdK6Y/KDeQ3cwN+5bnBmuXA8UbwZOHjzNgc2HKV2tJEnnUihbvSRFy0bz/cezmTH4ZxRFZBWfPo8QrPppPTMHz/M91ShmhfYD22Aym3i2ZGeSziVTo2FVXJkuytUow5sj/+frrmka6xZsYuw7U4k9HkdYdCgjVg9i6oCZ/DVlua/dUe+h6Xn3QZU6FYnZfQKXw42UULF2eR5+KWf90pRcYspP7NcjcYKLBJGWJLPptwu/cn37Nx3KkkoAhAIy2z0iPTmD58q8isWmF9iQ6C6kDX9sY/SGzzh54LRvPCkliWf1w8sHOzSjyVN34XGrPmE0IQRfLOlPx6rdiDuZ4Jtj+aw19J7alTU/b8Dl0NepmBR2rd7HXa3uzPlLzMaL/Z+l3+NDUEyCsKhQ7n784oET52LiSEtK99a+1fhn9cXPQi5GekoGbzZ4n9jj8ZgtJr5a8ZHvDMSg4DEM+0WwBdiwBeSP/klhY++GA7zbfCAIXbXQHmQHJJ/90Zfpg37yGXSzxaQbMlWjTa8nKFomiqU/rvZzL2gejcSzSQx/dRyJZ/RiDYe2H6P/nJ6+6JhTh87w9/SVrP9tC4e2HfWNn3gmiakDZvFE10dYMXudnrAjJeVuKU3siXhCIoKZ2Hsax/edpPxtZXCkOXnugycvKuP70qfP83mn0bhdHp9/XmoSk0nhu70j2LfxIN8PnM2uNfsIjw7l5cEvsPrnDZjMJpo+ezcLJyzG41bxuDxITTeq58c5v+YLb3aKSfDFS2O816XqUURC8GL/LD2Z3KJgbAE2vlrxER2qdvPNERwWhGJSqFCzLOeOx+NxeVA9ao7EKSklc7/6lb9/WMmtjarxyhftqdOiJpP3f825Y7FUur38Jf92o8tEYQ+y48p0oZhNV/VEumT6KmJj4nBmunACk/vNZOC8Xlc8ztVyYMth/p6+ivI1SvNAx3tzrQ3wX8Yw7P9Bfp/0ty+VHfBlhc7+4hcCguykuvRHf8WkMP34WAJDAnw1Ths/1YBpn8zB4Y03Dwi282DHZmz8fZtvPEGWAUw8m8Trdd8jIzUzh7AWQt81V6lTkVEbB7Nm/kZmDvmZHz/7iR8+mcPtzW9jy6Idvt2rLcDKTyMW0uy5e3L1Gzd5piG3NKzK/o0H+bLzWNxODxHFw7m/Q1MCQwK4o3lN7mheE0eGE6vdQu8HP2Hv+gMA1Lm/Fj0nvc725btYPG0FmakONFXz04nxW7q30IhUJUd2xPh2+0HhQQxb/pEv+ig9JYPPO47iwNYj3N++KR0GtPE9iRSvUIzPfu/D169PwGw10/Pb1xFC0PPbNxj91recOniGNr2e8B3anmftgk1M6T8TR7qTmL0nCQoLotPHbYkqGUFUyUuX6UtLSmfD71vpOuoldq7cQ0CwnTa9Hr9kn9yweytRgR4VFBiadfNyOVxsW7qLsOjQi96Er4WTB0/To2k/HOlObIE2zhw7R8eBbfN9nhuZG8awSylZMXstMXtP0vipu25osaOCQFVVnzEsW71UDoNlsZrZumQnqkuvjhQaEUzX0Z0Ji/Q/vCtZqTjf7RnOht+3YrVbadCyDiFFgnljRCd6PzQIj8tNtfqV0TSN8b2mEhgaiPT6tS8kukwk7Qe2AfQDyfMFJs67eXau2OMz6gDOTBfH957k+N5Tfr//czGxjOr2HRsWbsFqt/DB9LeZcWIc8acSKVo2yhfamHAmkXE9vyctMY0nuz3CzhW7fXOtmb+RD6a/TdV6lfjzu6X6d2K3ULvprWz6a3sOpcXoMpE8+soDlK1Rmk+fH+57Pyg0gBIVizKs8zes+WWTrisfr98op3/yE8XKRvu5kWo1rcE3W4b67eqDw4N4b0rXi/4uT+4/7btxujJdHNl57KJts5ORmkmX2u+QlqiXL+ww8FmeeeexPPW9kObP3cOanzeydsEmylQvycuDde0it8vNmw3e58zRc2iq5MV+T/uEzvKL3WuzdJmcGU7WLdhsGPYLuGEM+6zP5zPt4zk4M1zM+nw+47Z9kWc50GshPTmdPi0/Y9+mQ9RuWoOBP/cqNC6aI//EcGL/aWo3rXHRswCP28OA1p+zYeFWipaL4oslA3ii6yOci4lj01/bsdgsxB6PJ7hIEGePxaK6dcPe8PF6NH0md233qFKRPPLyfX7v1WhYjTlnJ5KWlM6edQf49PnhODNcWO0Wn4aO2WomMMRO8fJFeeXL9tRsXMMvDC+yVISfBrqmadgCbbgynb73pZREFA/3tUmOS+GV2j1J84anZqapfPr8cOYnT83x99G31Wcc3hGD6lHZ8PtW3/tCQFhUKGaLiQGtP0dqEsWsUKRoGAN/7kXryE6+jFjQk7ae7fkYj7/xMACPvf4Qc7/6leDwQHpN6cqiKctZ8uPqHHo4UkqmfTzHZ9i3LN5BvyeG4nF5eKDjvXQf90qewhIbPl6PaR/PwWzTtWZavZK3cnO7Vu8lPTnDdy3zR//hM+xLZ6xmy6Lt1Hv4jktq+p/HZDbRf27PHO8f2HKEM0fO+eaY/eWCfDfs1etX9uU42AJt1H3w9sv0+O9xwxj2FbPXZkmqCsE/q/b+K4b9x8Hz2LfpEB6Xh50r9/Dr2EU81T1vscX5iepRSTybRJFi4ZjMJlbOXceQDiNRTApWu5UJO4dRpGhO0aTls9ayfdkupJTExsQxrudU+s/pyWtfdSL+dCJdauv1Lc8di/WlD5tMCgHBdkDfDc8f8yfB4YE82a3lJXXXrXYrEcWtrF+4xfc04HK4ddeJWaFEhaK07f3kRVUb721zN0M6jMx2zRpdR71M/Ml4Nvy+FWemi85D2vndxPZvOpQjpNB94aEv+g3g8I5jPinf8whFUO4FS6kAACAASURBVKFmWd6f9hbpyRnE7D7h28XHnUzA41YpXbUEB7bowmQmi4ne33fz08LpMvRFXh78gs/Pu23JP3hc/lWuzpNdFnhYl7E+4//nd0u558kGedJ0KV2lBON3fMmOFbupVLs8FWvl7dCyeIWiPoE3s8Xky6ZdPnstX778Dc4MJ0tnrtajwR6rl6cxLySyRJGsDGJF+ATL8pMy1UoxdHE/Fk1dRvlby9DKqKOagxvGsNdudhvH9pzAmeFCato1ley6EtKTM7PU/Dwq6SkZ/8q82Uk4k0jXhh+QdC6FsKgQRq77jDnDFviMp9Qk63/bwkOddL3x9b9t5suXxyIUQbPnGvnisqWUfmX1ls1cjSPN4XN3BIYF4EnJJLhIMNXrV8aR4eCN+u+TEp+KyWxi29JdDPnzw8uut06LmiyZvgpnhhNboJXmz91z2agO0G8CxcsX5fThs3rhawHV6lYkJsjGrY2qYw+y+cIEpwyYxYzB8wgItuO5oMpSeNHQHDvfns0G5LgBgJ4E9PrwTpS/tQyaphFeLIyE00kIoR8y2gKsfklPQhHcmYtkQvbDu/tebMKcrxaguvXY/PM3E5Pl/+ydZXgV19fFf3M9DgkESXAJVqR4sWKlxYoVtxYItLi7uxd3h0KB4i7F3QMkEEIgkARISCCeazPvh0kmuSRBWtp/+5b1PHxg7nju3WeffdZeS03djtXp88UIzEaLTZlJtIrM7rqELcHL3itrz5YnK3U/0Goul5cHQ9f3ZvO0nWTP606nCa3YtfAg53dfSfFYjTfhc+ruHw7s2fJkZcjaXqwdvQXX7JkYsq7XHzrPu1CsUuGP7if8/wn/msDeZUpbXLI4EegTxNc/1PrbqFUtBzXm9PYLmBLNODjb0bD7HzP2/TPYOf8AESGRWC0ikc9esWPuPnIV8eDBtUAlO82RX24ZNxnNTGg5R+l23LvkCHmKevDYNxiDnY4uU2Wrszvn7rFqxC+Yk4KLVqfBKbMj8dEJvA6LYnqnhdTvUhtjghHRKrv53Dnj9173m+y+c/34bSp8U+a9gvrJreeY0WkRotWKW87MuLg506T3N/SrOhqLWQ6COjsdeYvnYsCKHmybuRuLyUJMZCyZ3F1kCYKkwP0yOJLbZ/z4rFpRQC5HBfk+Tc/VD4vRzKX91yhVozgqlYp5ZyexYfw2BLWKjknMluQuZAABgfiYBOydMtZ7yerpxvoHCwj0eYKnV07ioxPwv/oQj0LZGdVwqkKF1Bls9ccjn7/CbLKk0SVP/mxq+/mEBjynef8GNOv7x2aN1ZpXolrzSsTHJPC9Vx9iX8chSTJtVbTIi8Xl6r2/EmTYk3Au7ruOR6HslE0yEy9QKg9Vm1Ugq2cWsni8fTH3E/4a/GsCu1qj/ui1uvdBjvzZ+CVoCWFPXpItr3u6P7q/GpIkKTVFkBf1fpzbmcR4I4G3gmjU4yul+9FsNNs0qlhMFuacmUjc63ic3RwVdsuakSlBXRAE8pXMQ8D1R0rwEy0iF/ZdQ2fQYYwzotaqKfbF+9vwfai92s/dlyuzieiXMfx8ZhKH150gITZBqa+bEkw8vR8im5qk4qCr1ALZ8mbl2cMUzZWxTWew4+UaADRaDYU+z8+jO0+wmK02C7miKLHj5wN0GNsSOwcD7rmzMnDVTzb31rx/Q/YsPoQgCJSrVzpD+YBkSJLEy9BXZPF0JbO7C5ndXfAomB1RFHmdqgFKkiBPcU9CH75AJQgUKps/w+/X7K5LuX3aD6vFyuqRWyhW2YsiFQq9x5tNHw9vPiYx3qjMGhxc7GnYvS5lan+mBOh34WVoJN6lBmE2WVCpBLpMaUuNVlXoWWEYCTGJ6AxaAm4+YsDyHn/4Pj/hj+FfE9j/l9Db6dMoE/6d8Dnlp0jOShLU71oHB2d7Rm3un2ZfB2d7GnjX4fBqmdnRuGc9DHZ6DG8s+DpmdlR42np7PW2GN2V6xwU2NeCCpfPSa0EXdi04iEanpnn/Rn/4GUyJsmVgRnzj1BIFUtL/fU7eTWMoLVpFilYqTPmvS3Np/3UAes3vQp7inniXHKQMagmxiTbGzzOOj2VGp4Vc2JtWLlqtUaHRyoyhmFexbJ21B4vRTIuBjXHLkRnvGR2o3a4apkQz4U8jaO3hjUavYfiGPpSoWjTN+aZ3XMDZnZeQRIn2Y76jzbCm8jOqVNRuW42TW2XXpaKVCjFxz1CObTiDSq2ibsf0JYklSeJFUJjybMZ4I32rjGLAyh7U61Qz3WPehZwFs9to8RStWEhhtrwvLu69Ks+mkmaHh9acIFcRDwRBQJIkjAkmrqRapP6Evw//+cBuSjTxxC+EbHmzKp2B/zQE+gQpmbTeXkfs67i3Lkr1XtCVxj99jUolZDgg9VrQhWeBLwgNeE6tNlWo0qQC0w6PZmq7eUS9jKZ0rRIMW98bBxcHTIkmdi88zo55Bxj+xsIhyBS3O2fv4eTqSMHStmsfkiQplnn2Tga6TuvAhglbMSaY+HFuZ77q+CUAQ9f1YmKrOVhMFtoMb0pWTzce+tjS+Oyd7Wg/ugUFSuVl9NaBhD99ib2zvSJHW7NtVc5svyAH1NEtbGrVDs72BPkGp6FdOrjY03Zkc64f9aF0rRIMrj2eoLvBiKLIqW0X2PBwEWqNmgKl8hIXHU//6qOwmuWAOKrhVLJ4uvH8URh1O9agz+JuvAyJ5PRvF5XZ0PpxW5XADklyupKEaJUI9g9Fo9PamGy/ie1z97Fq+CZUahVqjUqp14tWkdldllCteSUCbwWROZsLHgXfX7nTLUdmph4axZZpO8ni6UbXpBLdm5Bni2KavgGf074s6b9Wyfi1Bi2FyxUgb4ncyoChs9PamJm8D26f8cP3gj+lviz2p2Yk/3V8VDPr98U/xcw6OjKGn8oOJTrJUmzmsbF4lS/4P76rtJjQcjaXD1zHahHJlNWZtf7z/zbKZfCDZ3QvPUjJypzdHPktfI3yudVipW/VUTzxC0a0irQfLfOW/S76I4oSFpOF0Y2nK01Qqbs5tXrZmPnx3adMaTsPU6KR7nM6UbqGrM8+5tvp3Drlm2QOYmD9w4VvtUuTJIknfsHoDDpy5M+W5vORDaZw7ZgPVrMVtUbNgJU9eB0WzfpxW1GpBTJldeZZYJiyv86gZV3AQqXpZ473Ug6uPG5zzmSteoODntFbB1K0UiFaeXgrgf3N91Xfro3SzGTnaGDh5WlpGpASYhPYNOk3nj8O49zOK8risN5Op2i1J6NA6TyEBrzAahXps6hrGsPu1BBF8YM6NO+ev8/IhlNIiEmkaZ/69JjdSfmsf/XR3Dl7T3kHZeuWZNyOwejt9Dy89Zh9S4/gnjsLzQc0eu/y5eWDN5jQYhYWsxWNVs20I6MpUaXIe9/vfwF/m9HGvwWSJLFzwQEu779OxQZladL7G05uOc+rsCglaG2cuJ2Je4b9JdcXRZEXQeG4ZHF+68LbmzAmGPGe2ZHPa5ckLiqerzrVQG+nJzHeyM/dl+F30Z8v21Sl8/hWf4k0q1qjInU9RPVG5hboE0SQb7DSibp1xm6CHzxTTJ6LVChI6ttKrb4oCJAYb2Rs0xnEvooDYNb3i9HptejtdEzaP4ITm88S/vQlFrOVYV9NomGPuhnytgVBIE+xjBvXBq/tycj6U/C/FojVYuVn72Xo7fUKIyTZJDr53vQOesY1mwnI5Y+gu09t341OjdVkVQ6Ij47HKbMjg1b9yKI+q9EZdIzcnKIuGvUymoKf5+PBtUdYzVa0eq3NzMuYYERQqZjYai43f7+D2WS2XfAV5LJJcnNS1lxuhAQ8JzFWvv/1Y7emG9gf3XnC0K8m8josinqdazJgRY/3+q7M6LyQuNdJ8tXLjlC3Yw1FvtrJNVUpz05Hk971lWSjQKm89F3i/c7zv4nT284rA5fVYuXSvmufAvsfxH8msB9df4o1I2RX+Dvn7uOY2QHHzA6KcJNao8Yly18j+GU2mRlUazwPbzxCUAlM3j+CktWLvfO4e5cfMPSriZiNFopULMj0I6OVxc8N47YqU/4dc/dRoGSe92os+VDkyJeNlkO+ZfOUHWj1WoZtsO2IzOTuomTggiCQOXsmjq47pWy7ffYeFb4pzeWDN9EbdNTpWJ1Dq35HEASqtahEVk83ZVAAQJJpj6ZEM1Pbz6PKtxUwOBg4vf0iZqOZpQPXk6dYLoXx8iFwcLEn8PYT5f9mkwWzOS3nHUClUZMQncD9ywEZnk+tUaFN6mrNWSAblRrJiVStNtVsXLtEUWR8i1lcPnADjVZNtWYVsXe2p8XAhjy8+RhJFPE548f6sVtRqQTUWrUNLTUZHoVyEBrwXK61SxKvXrzGkjSwCCqBzDkypTkGYK73UkXH5+TW89RuV43SNUu87VUBtro4giDYyFn3XtiVsKBphAQ8o26nLz+Kp2rxKkU4ufVCEk1WT+F/4Oz534L/TGD3vxqg6KMY443cv/KQH+d24trRW5zZfpG8n+Wm6/QPWzx6X1w5dJNHPkFKNrJs0DoWXZ7+zuOW9F+r6IAHXH/Epf3XqdpUlqgNfvBMme6bjRZuHL9NlaYV0tVQSYYp0cRvc/cRHhJJ4x/rvbcsQ6dxrWg/qgUqtcom0xNFkd/m7MXeyYBarSJ3UU+Gru9Fr4rDlfu2mq00/ulrhq7rjd5ej0arodXgbzEmmPAsnBNBEOg4riUbJ26XjStEUZHeff4ojN0LD6LSpAQ6i8nC0/shfyiwJ8QmptXWT5URq7VqJKsIgswKeleZUqfTkj1fNp4/DqNElSI28sOpcfuMHzeO3VYMtR/eesyquz8zq8tiTiUtpBrjTbKpB7I+vd5OJxt+pLqFwFu2aw4Wk5z12znqyZbHnZEZeA+k5ssLb/zf5lVIEov7rWHfsqO45cxM2xHNWNJ/LVarSOXG5SlcNkUsLKunG0tvzHzr+/lQfP1DLYzxRq4fu03lb8tRLUmO+RM+HP+ZwF6tRWUOrT4h1xnVKqo1r4harWbw6p4MXt3zL722wV6vBAlBEJLUFN8NnUGHIMiVEAmZa56MZn0bcO2oD1aLBYvJytENp3n+KIwpB0emmWaHPQnn8d1g9i8/xtXDNzAlmjm+4TTrAha8tWadGul5vx5Zd4p9y49hjDeis9NSuXE5cnl50HJwY9aO/lXZb0rbeQr1ELAxXQZoM7wZX7auQkJMIqtGbEpp95eSTE9SZYpWi5WI0Ffvdc9v4tZJ33Q1a5LxWdWiFK5QgK0zdqfLeQdktUuLiFqrRmenJ+CG3JG6Z/FhJEmiz6JuaY5Ra9Q2g4RGp8GUaOLo+lNpNGhADrAtBjXm8OrjvAx5+7NqtGpW+81Do1UTH2PLBAJZI6hh97osHbAOUZIoUrFQun6vFrOFIXUncPu03Kvw4nE4R9afYnv4ahLjEt/7e/JnIAgCTXrXp0nv+n/5tf6/4z+jdVmqRnFmn5pA16ntmXNqgsL7/jtQpvZn1GpbDbVWjXueLPRf1v29juu9qCuuOV1l7ZaGZSmfNN01m8wULl+A5bdmKQYSxngjPqd9CXvy0uYcvhfu06V4fya3mcuFPSk634JKIOhuMB+KhLhEts7azcZJ2wnyfYopyUbOlGAmNEA2Xo6LSrA5JrVmSujD5xzdcEpxL7p18i6bJv1GROgr8pfMw4TdQ+kw9jv0djpUahVavQa3nLa88dQeoR+Chb1XvXOfIuULvbX+bDZaUGvVbHq8mNg3DDCObTxDm1zdmdRmLsaElGcu/oUXNVtXQaVS4ZTZkQErfkSj0yiyDYCNNjxA8P1Qyr5DA8UlqxMT9wzlztl7tMzhTadCvZnYcrYyiIiiyKgGU1k2aL08WAxoyPQjozMcpJOVLpOREJOAwV7/twR1kEXK7pz149WL13/L9f4/4z+TsQN4lSvwl8iIvguCINB/Wff3DugA4cERbJywDa9yBeg0oRX5kzptz+++wuQ2c7FaRJr1a0Bmdxcinr1SrnPvSgCvw6IUds+OeQcUbrogyNljcpaY77O07kbvwvCvJ+N/9SGiKOKSxQmDvSzfKlpFGv0oL2pWaVqB3+buU65Tu73Mzw70CaJvlZEgCEiiSMexLVk/fqvcVTpNy+R9I7h91o+tM3ZjjDeh1qip2/FL6naswfCvJ8nuR0g23G1Jkvj9l7OEPnxO9e8qv9Ux623sDL29nkqNyuKaPRM6gzZdqV4FopwV1+1Yg/3LjymbTQlGEmISOL/7CnO9l9Gwe12KVymCIAgMWPEjfRZ3Q61RKwPHlIMjmdNtCRazlcJlC3Bi81nlXDd/v83QDX04svZkhrOM2Ffx/DJlJ0/vhSgD7JVDN/G/FohXuQIE+z/j9tl7ysC6a/5BfpjUVjk+OiKGyW1+5vHdp+Qt5mkzq1CpVTYsmHdBkiQe3X6CWqv+Q65lkc9f0aPMYIwJJkSrxMzjYz7RHf8E/lOB/WNDkmSLNTsnu4/WkRrk+5TbZ+7xy5QdRIRGIokit0/7siVkOTqDjtndlihZ9+6FB+m7xJtlg9djtVhxcLZndpfFiFaJdqOa02ZYU7Lnc0dn0GJKNKO301O1eUXccmTm6y61FTGtO2f9OLz2BHmL56JJ7/rpZnQgZ4C+5+8rASDy2Wtc3F3oNr0dpb8soXiPFq/sxaR9wzm64RRFKxXm2ySe9smt52waoA6sOq4EUGO8iW2z92C1WJVtgiBLDJeoUoQl12Zw+4wfXuUL2oherR+/le2z92JMMLFt1h5W3pmDwdFA4K0gQh++IHs+d/J9lpsR30wmPCQCtUZtU2dXqVVUblyOopUL8/UPtXBwtqduxxrsW3pUuQcJWUoAFWh1Wr5s9QWZsrrQd4k3hcsV4OzOy0iSxI2jPoDsrHR80xlObj1HvU416Z/UeanRanh46zFR4dGUqFaUYpUK02HMd0zvtJDngWFyATwptlqtIov7rn5r6chqseJ74T6u2VNmNJIkobeTRdYcM9kjpWIhvakAurDPam6dvIPVIhIVHoWDi71MxRQEph8eRdH31GIxJhiZ99MKTm+7CJJEkz71M+TFZ4QTm88R+zpOoYJumb6Lcb8N/qBzfEIKPgX2Pwir1cqYxtO5fvw2Wr2WaYdGUqxyxi33kiThe8GfxLhE2WA4neD54Hog/auPQZIkhYIJkBBvZFLruWTP627zQ5ckiVUjNslUQQHioxKUoPvLpN/wKJiddqOaE/bkJXfP36Na04p4z+pow2V+ci+EYV9PwhhvQm+vkxUfZ3RM9xlUKhX5S+Uh0CdIuY+o8Cg2T9mJMd5Eox5fKdlo+XqlKf9GKSGXlwcGe5mqqbfXUejz/IQ9eaksAl876kPdjtUVbrjFbCUx3kjUy2hyFsyOZ+Gcae7p7G+XUgYLCVYO38T5XVfkhUdk7nfuIh4E+jxGtEpo9Rq+bCV3f0qiSI2WlXn+KIw1IzazdtQWGv9UD9ccmZV7UOSCkcAqC5yVqlGcO+fuUaJKEep3rUP9rnV49ugFP5WVDUWSZypWs8iBlcfps6QbarWa7XP2snbMFlRqFZ6FcjD/whTm/7QiRdpBJaCzk2WOO4z9jt/m7LN5VpeszvRb5s28HsuJjohFo1WTLY87T/1D5OMFgeb9GiqL4q7ZMzNw1Y8sH7wRBxe7NMbuIQ9ClYYnq0XE3tmeiXuG4Z47SxpKbkjAMwJvBVGkYiGyerop2xf1Xc3uRYdsvpfbZu3h+4mtle/4i6BwFvZeRWJcIl2mtks3E8+czQW1Ro3ZaEGr03zSmPmT+BTY/yCuH7vN7TN+CtNhQe9VLLk6I8P9lw5Yy4GVxxEEAa/yBZlxbEyaWu7ZnZfTaHirtSqsZisX9lxFo9OQyysnxgQTVrOFBt3qsG/5sXQX4BLjjcz8fhHfDWrMiE19M7wv/6sPlUBvjDdx/djttz73jGNjGNN4Or4X/eUfswQhD56xfPAGBAEa9ci4i7JO++pJTTeX+bzOZ/wwuS0TvpvNhT1ys5rFZOHF43CbksDaMVvYOHE77rmzMP/8ZFyy2Bp/lPyyGM8CX2BMMJEQl8iprRds3ocx3sRj32BlLcJstPD0fij74zZx/ZgP45rNtGGJ7Ph5Pzo7XYaZ8sV917h54g4A3jM7KM+bI182Zp0cz0/lbO3hBEHA55QvZWp9xq8zdimzkWD/Z/hfC7TVANJpGLq+N3mL5yKXlwceBbIzqtE05fOE2EQ8C+Vk0ZXpHFhxDIODnrVjflVYRCq1QPEqXjaNSG9SL1NDrbX9+YcHR6TLlLpz7h7D6k1K6mmAhZenksvLg8d3n3Jw1fE078pgr7eRiBhWbyIhAc+RRImhdSeyJWRZGrvAL1tX4fYZP878dolCZfPz/cRPxhl/Bv+ZxdOPDbVGbUOc0GjfPkbuWXKExDgjCbGJ+F705/mjsDT75P8sNwaHNzpKJUGh0VlMFl4EvWRP1Hp2R63nx5+/J3s+dzQ6DVq9hhz5s+GWM7Pyo0qMMyp0uoxQ/AsvJZDq7fV88e3b5VodnO1pMbAxubxss2djvJE1o7ZwatuFdI+TJIndCw9y8/c7VG1agU4TWjOhxWwuH7ihDHB6ez2Z3F1sGSlS8nOHs2vBwTTn/XFOZ9qOao5X+YJodZo0g5ygIo1dnP/Vhxxa8zvn915Nl/pnSYdDnnI+gcQ4I4lxRvYsOszDW4/pWKgXTV07M7TuBCXIpty+xOjG0zm05nfckhbCQZYEMMYbbQZy99xZObDiOGtHbyE8OAJPr5w2zV2SVcQxkz3uubLQeUJrmvSuT+rUwGoRmdByDgOqj+HU1vOY3vIcr1685nEqTj9A3gyau/YtPYIx3kh8dAKJcYmK1k3qMk/yu3HPnYWJe4fZJC3PAsOU4G+1WhV1y9RQqVT0XeLN9rBVTD04EgcXhwzv/RPejU8Z+x9E6ZrFqdqkAsd/OYOzqyP9lr690y5zNhfCn0YAcinV2S2tLk3AzUeYjWalDAByHVWr16DRaVBr1FRq+DlqjVqZ5s4/P5l9y46iUqto1OMrIkIj+bHsEMW9qPg7FBlz5M/G4DU9Obn1PGXrlkzjjJQakiQx9KuJ+F99iCRJVGtRicupTDViImOZ+f1C8hTzxN7ZjgktZvP8cRjN+tbHs3BOVo34hcQ4uYfg8d2nXD/ug9ViRaVRkaeIJ+1GNkdn0HF6+8U0ptGCIEvLvgmNVkPb4c0oXLYA45vPlGWMU9WqXbNnJjz4ZZrj5v24IsOsXHxje5FKBXn2MIzoiBjlGK1OQ76SeZj43WwbVcm0L00e9A6vOcHY7YOY1mE+r168ptOE1sS+ikOr0yp15ZCAZwT7h6JSq3hwPZDnQeE2Imhunq5k8Ugpgxjs9XSf3ZGlA9anCITFGbl7/j4Btx5TcH5e5p6ZmC7LZ83oLTbyBHp7PVMOjUj3ETy9cqKz02FKMCFJcnexALQb1YK6HWpwcNXvsvvUziGKgXlqfNnqC87tvgKShEehHGTLmzXtRT7ho+JTYP8DeBEUTsiDZ/Ra8AMDV/1ow3TICJP3j2B2l8UkxBr5cW7nNBnJ/SsB7Jx/UKl5CipZIU9v0DF8Yx9CHjzHydWRuh1tzRWcMjvaiEzZe3kwae9wdi88SK4iHrQf3cJmf1OiiYV9VuN3wZ/a7avhktWZRX1Wy8HkWiC12lRNM01OxvPHYfhdeqDU/8/tvEyXqe3YPHWHIgmgVqu5cugGa0f/qjA1fpmyky9bfaHUwo3xRlnfJFnQyiKXDr5sVYVL+68pMwi1Vo1bzsyEP40gdxFPmr6F31zuq1J0HNeSQ2tOEP7kpWLNFvHsVbqc9NRBXVAJdBzfinuX/HlyN5gXT17aZP65Cnvw4lG4cowgCJSvX4a+S7rRMf+7eyB0djq8KhQkR/5szDs3Wdn+MjQSBLmEotbKsw2raEW0ijaaNclIz/6wSa/61Pu+Fq09vJWmMJADvP/1QCKevUrX4Doxzqg8j0anodP4lrhmS1+OuNWQb3kZHMGxDacxJphIjDPy64zdfF63FH2XeNNtRgd0Bm2Gs9Yh63pxYc9VEuOM72yi+4SPg0+B/QNx88QdRjWahlojW9ItvzWLzNnSb+VOjXwlcrPw0rQMP4+LTrDhMrvlyMw3XWvzeZ2SH6yXUbpmiQxbxteN/ZXjG09jSjSzadJvOLjYp7BQELh10jdDYwxnNyebqb9oFVk1YhNqlQqdnQ6VSkCj07By2CabwCgIMrVSb69HFK0ICLQe3oQZHReSnJcHPwjF57Qvk1rPVezbrGYrpngTe2M3os/ATi81vhvYmO8GNqZbyQE8vpOk6/JGUH+TFZO8T/N+Ddgy1URsZBwvQyNtZBIaeNfl6uGbyu5ag5Zu09pzbMNpYqPiMrwfQRDwKJydLxqXp9OEtDXjLDldada3Ab9M2YEkiu9MDkrWKEZcdDwOzvY22+0cDEw/MpoFPVcS6BOktP7r9FqcXR3TNC0BdBjTgmtHbmJMMJHFw83GYPtNaHVa+i3tzu0zfjzxS1qoVQnERMjiee/SPlKpVFRpUuGt+3zCx8WnGvsHYsv0XUq9MT4mgbM7Lv2h84QHR3Dr5F3iY+Qsq2T1ohQskw+9vR6dnY6+S7zpOLblRxdBCvINVurKFrMVe2c7paxjtVrJmsstw2MdnO0Zv8t2cVC0iJhNFqo2rUCfxd1wyeqUps6t0WnI6ulGA+86WExWRFFCQLBhuajVaiKfvVbKEsmIioixESF7Hwxa3RPnDHR/6nvXofp3lW2++QVK52FSq7lsn7uXu+fvY7VYEQQBlVpFxQafk79UHgav6YneTodao6JO++oE+YWwdMBaZVE2Pag1KnrM+Z5u0zukS4eNjojh1xm7EK0iFpM1TfkJQKNTozVo0Rq07Fl0mN6VRqQdmIAiFQqx6Mp0VtyZS9mvSlGyejGmHx3NiqEb+UbfmlYe3Vg2eD0/FOvH5DY/45bTlc1Pl7Hi9hxWNJKyRgAAIABJREFU3Z2rSB+/DV2mtENvp8PO0UCOfNkoU/uzdx7zX0N8TALXjt4iJODZ//Q+PmXsH4hsebIqCnsqlYBbOtPcd+HWybuMajgVlUaFwcHAspszyZTVhVknxhHy4BnObk5p2B/JiHz+Co1Og7PrHxMs+7bXN9w8cQeVWo1KJTBkXS/WjdnKs8AXtBzcWFHvywif10nbjg6ywXJiXGLaerMAsa/imN5pIRaTRaYxmixMbvszo34dwLR281CpVIiixKZJ26nWohKnfj2vlGN0djriouKJCH2F/7VA8hbP9U6NG69yBZh9cjzeJQemqaOf2X6B2NfxqFVqCpbLR+CtIAJuPEa4GaRcU6vXYjFbsZqtXDl0k5mdFzFm20B2R63n/pWHDK03kRNbztqIYiXDJasTUeFyJqvRa9FloB8DJIl5ZfwcgiAweutAxjefpQyWYU/CCfQJ4tbJu+jt9dT7viY6vRaL2cLK4Zu4fdqPWm2r0qxvA/wuPeDQ6t+TLBVf89vcfUiixPNHL7Bz1NNmeDNCAp7j7Or4zsVKSZIwJZpo3r8hRSoWpFy90oog3SfIiHkVi3epQcRHx2O1WBmxqd87yQh/FT4F9g+E94z2RDx7xcMbj6jTvjqVG6cvjWy1WgkNeE4md5c0Bh6/TNmhCJJZzVbO7rhMw+51UalUb3VqWtR3NfuXy40zvRZ0eetCZ0YoX680iy5P4/GdpxSvWoQsOV2ZenDkex8vd1xW5+j60zbbr/9+B78L/ko2KagE7J0MiryA6Q0dcavZyr2L/qy8O5fJrefy4MYjHt99yrNHL2jYoy77VxyTZwOJZia2moPveX9Eq4igkrna3Welz7VPxtVDN1GpVVhF2+D7OizFms7/6kMl8EuShEqtQqUSkCRQq2WaqdVi5dyuy0RHxODs5sTR9Sdt1SjTviCcXB2JSZIbmNp+Pr3m/5BGedNsMnP/ykMqNy7P+d2XFQ0jQaVSBkCZSXSIXF45Cb4fiiiKaLQaJrSYRcSzV6hUKi7svcqU/SPYMm0n+5YcwZhg4olfMDnyZcPe2c62BJM0iJiNFu6ev09nrz6IVhGtXsu6Bwts+OlvYtWIX9i98CAWkwWDo4E19+b9bVID/xZcOXiD2FdxivfAL1N2/M8C+6dSzAfCwcWBSXuGsfnpMrpMbZduXdRkNNOvyih+KjuUNrm6c/2Yj83nWXO5oUkS9BJUAq4ZyK2mxsuQCPYvP4bZaMFstLC475p3HpMR8hTLRY2WX6S7qJYRJEni/O4r7Ph5P50ntKZRj7podHIJR6NV45tUwkiGe+4smFKVVTS6tDnEwVXHyZ7XnaiXMUpdXa1WJ82G5K+maBXxO/9AyVglUWL73L3cu2Kra/L8cRgPrgfyKuw153ZdwphgUuzuBFX6tes39VlyeeWkbscv6TS+pQ1VUKUSuHRAtuF7kzHzJqLCoslZIBvObk4kxiby6vlrpndcQOzrlFq8KIoMrj2eyW3mcvq3C1isVrLlcWfWiXG0HtpE6RwVVDLVdfrRMdRsW5UqTSsyYnM/XodFYzZaMCaYuH70FiB7mCazXMyJZp74BfNZ9aIUr1IEnUGLzk6LnZMBeyc79PZ6oiNilXdqNppZ0j/l+2Q2mXlyL4SE2JTF2FO/nicxzojFLC/uvk3O+K+AJEnM9V5Kfbu2/FCsHy+Cwv/W678P3DxcSR495eaxjF3O/mp8ytj/Alw/6iObTyRl5csHb7CROO0+qyMRIZEE+gRRp0N1Kjd6pyFKUjNJqmaWVDXb6IgYgh88I2/xXB9k4vEhmNL2Z04mmWesHbOFVb5z0TsYuH3aj7joeILvhyr7arRqnN2cePFY/vEJgkDFBp/z+M5TQh6k1B4dXORFwGb9GrBy2CZUKgGHTPa45shsU2+2WtMudg6qOZ4eszvSsPtXHFrzOwt6rkQQBExGs5KF6+y0FK/ihc5Oy60Tvmlq/17lCxJw45Gy5vDkXgihgS+UTtCU59Eohhj5PsuNSi0otXWDg95GJgHg/pWHad5ffEyCUsd+ERROwPVHKXRDSR6YprSZR6sh31L2q1Kc33WFrJ5u/DClLRO/m43vBX/yfZabfCVyozVoMSaYUGtU5EkqS9XvVocrh28hCPL7rtCgDLdP+9FtejscMzvimMkBs9GMz2k/cnnlZGLL2bJNnwJ5kIuOjKFnuWG8Do9Co9Uw98xE8hbPRdHKhYl8/gpTohmrRSR3sQ/Xg/kzuHzgOr9vOYfZaCbYP5T5PVcyed/wv/Ue3oVSNYrTblRz9iw+TO6invRZnFbp8+/CRwnsgiB8DcwD1MBKSZIypn/8B2DnZLCR6U0OYMlwyuzI1EOjPuicmd1d8J7ZgWWDNqDTaxmR5MwT6BNE/2qjQZCt3JZcm2HDdX4bkssFyaUiURT5dfouLh24TkJsIhGhkZT7qjQ/zfteaUoBuQPy3uWHVKz/Oed2XSYuKh6tQYs50YxGq6b/8u5IEizotRJjggmtQUv7US1YMWyjTWDvnNRd2KTXNxQum5/w4Eg8vXLQp1L6fOrUMMYb+WXKDhp2/4o1ozan22hkSjCTOVsmrh6+KZdxkkyWk/Hi6cukhWMzao0KSSRNUAeo2rQCl/Zf4/imM9TpUB07RztEq4goSmh12jSBPTX09noqNvicrJ5uJMQlMuKbyfhd9FeonsmQRImwJy9Z0GsV33StzUHTZtRqNdtm78H/WiCSJBHkF8z2OXuZd24Sv0zZgZ2jgY7jWgJQ/usy/Hx2Ig9vPqZY5cJM67iAp/dCEC0iP0xpQ7O+DcHJTtE4H7q+N30qj0S0iqjUAhf3X+Nbl45Ub1GJiGeRmI0WBMHIpkm/MXJzPwas6EFWD1dCHz6nWb+G5MiX1nrwr0RCbKLCyJJEibi3sJH+l2g9tCmthzZ9945/Mf50YBcEQQ0sAuoCwcAVQRD2SJLk+2fP/U/B9rl72TF3PzkLZmfEL31tRJfSQ8nqxfimS232rzhGFg9XBqzs8VHuo0mv+nzb8xtAnpr6nPbllyk7FGaNMd7I0fWnaTP83V+szVN3sH78NgC+n9SaloO+5cCKY2yavMOmG/LMjks2zvPJ8CiUnb5fjHxDOVJF9vzulKr5GYG3HqNSq2RusyRx+cB1m5KUnZNBoe3tWniAZYM2IIkSao0qQyOIN5H83M6uTkQ+S1/q9eaJOwqf/k3jjOjwaAqVLYCzqyM6Ox2X9l9LV9Xx3uUAngeFYzVbObfzMouuTuf+pQfkLubJ5ik7OL39YrrXVmtUTD8yimKVvRAEgTWjNis+oclI1ttPjUOrf6f7zA44uDhgNlmUDk9JlDAbzeTy8mDoOlsnK4CCpfNRsHQ+/C494KlfiMLl/2XyTjmwp0LhsgXYHraKgJuPGfH1JMyJZsyJZo5tPK00gqk1ahwyyX8jg72ebjM6pPucfwcqNSpHjgLZZGloQaDrtL/GFOf/Cz5Gjb0CECBJUqAkSSZgC/DtRzjvPwJ+lx6wbvSvhAdHcOesH7O7LHnnMYIg8NPP37M/bhPr/Bd8kHv8+5xbEASmtZ/PyAZTuHnijlJD1ug06dr7RUfGsG32XvYsPowp0URivJF1Y7cqOjerR2zGZDTz4HpgGq0aU4KJ+Oh4vur0ZdLinkDtdtXJntfdhpooSXJLe2jAC7p91p+JLeeQEJOIxWTBlGhm89Sdtm5FajXFvvAiOjKG5YM3YDFZsFqsaYK6vbOBbHmyyjolbyC5PDLq1/7kKpITtVYNb5TTY1/FZUhJNBst+F24j9+lB4z4pS+thzYhi6erUuMGcMzkwPOgcHlBU5IwGc2IFivuubMwvvks7py7h1f5gji5OVKpUVnqdqyBWqNGo1Xzw5S2FP+iiLIO8+xh2qYjBIEiFW1FsSRRIiypS7mhd12yeLihNWjJlNWZ1kObpPssqZE5mwvWVDx8t5yZSYw3cmrbBa4dvaUMcI6ZHChYOq+tgoMEZeuUQqvXkL9Unj+l2XJoze/0qzaKpQPWvlXe4H1gsNez+Mp0Fl2ZzpanSz95ob4DH6MU4wGkdvkNBv7feFpFhEYiqOUfptUipjGy+F8g5lUsp7dfSJnOC+CQyZ5KDcpS73tbM2OrxcqPnw8h7OlLkGDP4kMsvjodlUoguXItqARUKoFabatxfNMZufab6tfumNmBrtPa02rIt2i0siYNQO321Ti97YKyoJb8zxhvsqlnq7Vq7JwMGBNk+zeNTsPgdT05tPoEibEJb6Wp2zvbM3rbQMY3n6lIMiSj58/fA/Ji8GrfeUS9jGZG50U8vvOEyOev0+WFvwlJIonJYKT96O9oN6oFh1b/zrldl8ld1JPvBjVmZueF3Dp5F6tVxNHFnmeBYYxsMEU5R+Sz14zfOZhF/dYQExGLRqem3ajmtBxkm9+0G9WMi/uu2l5flMjs7kL2fO6KfpBao+bWibvkLuLBgl4rCXvyEpVawHtmhzTuU+khe153+i/zZu3oX8nk7sLgtT3pU3kEzx+FIUkS33SpzU9J784xkwPN+zVgx7wDgESnCa1pNfjP52U3T9xhYe/VGOONPLj+CJVGjfeMDpzaep4tM3aRM382+i7xTrebNjV2zNvHbz/vx7NQDoZt7EvuIhmzxj4hBcK7fB3feQJB+A6oJ0lS16T/dwAqSJLU+439vAFvgNy5c5cNCgpKc65/IhJiE+heZjBRYdFYLVYGr+lJjZZf/M/u5/DaE8ztvkxhkQDYO9uxI2JNuq3azx+H0bFAL5syxPqHC/E55cu8H1eAAAOWd6dOe1mq4NKBa7KiYKqvhUehHHSe0Ir9K45RuGx+Ok9sjVanRZIk/K8+JD42kbndlvI6LCqJGSMo5Q+QNc+nHh7Jkr5riQiN5LvBjTm55TxP74cCEg4uDsS+isPyhrG0RqehYJm8PL7zNClTtq1L743diME+RTQtLjqeM9svYnDU8+v0XYQEPCch5i3URGSruzzFcjHil77k8vLg15m72Th+G4nxRjQ6NWN/G0yZWiXYm0QlrN+1Nv2rjSYkyS0q9d9AtIpKaSpbnqxsfLQ4zfUW91vN7kWHbQa+b3t+jUanZu+SI5gSzRgc9IzZNpCtM3dz88TdlHs1aOk8oRWX918nyC+YWm2q0mNO53d2rAb6BNGv6iilNGNwNLA3eoPNPjJ9UnivLuqMsGPePg6vOYlXhYLkKebJ6hG/KDOw0jVL0GvBD/QsP0xhLJX9qhST9qYsgCZbOBYul59MWV3wvejPkDoTMMYbUWvUlP+6NBP3DPvD95eMYxtPsXHCdrJ4ujF0fe+30jz/aRAE4ZokSe9kW3yMjD0YSN0x4gmEvrmTJEnLgeUA5cqV+3Ojyd8IO0c7lt+SWQnuubPgWejjlVXeF6IosnfpEQJuPOLI2pM2QSFPMU8GrOiRof6Gaw7b9QBBJRAVHk29zjX5qtOX8rZUgSFPsVyoBAEx1UAgWkVm/rAYU4IJvwv+iKJE95kdFQligJV35xJ8P5Qsnq6sG/srexYdVo63czQQEfKKxj/Vo0DpvOQu6sm6sVuVwSnqZTQVvinD5QPXlezd3smO0dsGMLL+VEQxrSxxiSpeSlAPCXjG6pGbuXr4JlazFUElUK15JX6Y3JaTW89zbMNpRFEkdxEPpSU+GfZO9gQ/eEaPz4fQfWYHrhy8obCZLCYr45rNRG+QF0hrtqlKJncXueTzBlLrtEBKmehNdJ3egdjXCRxdf1LZtm/5UTY+WkRCrJH7lwP4svUXBNx4zK1TtstU5kQzq4b/ovz9D6w8TomqRanWvFK61zIlmhjTZAY3T9yx+c5YjBbZNSlVo5dbjrevG70LVw7dYM2oLSTGGQn2D6Vmm6potJqkMqFAA+86PH8UJr+7BLnrOfXfwvfCfYZ+NTGpl0DFkusziAiJRKXMlq0fheIY7B/K3O7LMSWYeBb4gsmt5/Lz2Ul/+rz/NHyMwH4FKCQIQj4gBGgNtH37If8uGOz1fP4/bJ9eP34r22buSVN/FlQCCy5OyVC0C2S9kLYjm7F56k4EQaBA6TwU+lx2m08v08ue150mveuzY95+ZZtcxknyVk0wpcth1um15C+ZB0mSuLj3ms1noigy13tp0uKomsHreuGWIzMvQyIRAI1ew9Ujt2xKMlq9lrJ1S2HnZCAuKl7Z9sW35chbIjdtRzQD5B98v6qjbBqPAE5vv0C7Uc05tfW8EtSe3LMN6gCxUXHKALNhwnZaDm7M7TN+qcwyrMQnff775rNc2n8Nx8yOCGoBySqhUgnpctt9z99nzejNdBjznY04lk6vpf9yb07+elZZo7CarXzv1ZeRm/vTb6k3P5YdQpBvcLrqk6kDtGiVuLDnKpsm/4anV076LfG2kQbYt+wot0/7YjVbUalVslkIsnH11PbzWHZjVprzfwiiI2IY02Q6gT5PyFXEQ6nrmxLNvAyOYNmtWVw/dpu8xT0pVtmLuKg47J3skEQJUZRo0vtr5VypLRzVGhUnt5yj0U/1ZH0iQcBqsSp/8z+DlyGRioSGKEq8ePLP48N/DPzpwC5JkkUQhF7AYWS642pJku6+47BPSMLtM37cPXePkjWKZejAdPXQrXSZImqNmnuXAyhT6+2DTucJranZpioxETEUqVgoQ+u7ZPw4tzN5S+Ricb81JMYZlSxYZ9AiqFR81flLYl7FcnzTGRyc7anVtqpyzsQ4mSapQIACpfNx54wfIGdqB1ceY965SWyc+BsqtcDlgzcUzjvIJZimfb5BEASmHBjBzB8WywF8aXdlgE1mBT1/HEbc6/g0z2DnZCdniKmfNZ15YvLYJgiQyd2FFgMaEXDjEae2nsdqsaVISqJE7Ot4YpOup3fQI1lFeWHwjXNbrSJbZ+4m9nUcvRd0Vbb7nPZlVMOpWExWG3nhxDgjU9vP45egJTy++9Sm1JYeDI4GdHoNp7ZfwJRgkgcCq8gPU9py4/gd8pfKQ0JsohJsRVG0kYNOVuN8H7wKi0KjVafpoF41YhP3LgdgNVsJuvMElSBg52hAFEW+7fUN2fO6U79ririYg4sDy31mc/XwLdxzZ7GRlM6RP5ti4ajVa8ni6YaDsz0rbs/h7rn7ZMuT5a1d2e+LYpULk9XTlfDgCESr9FHWE/6J+Cg8dkmSDgAHPsa5/ku4cvgm45vJGuJanYbJB0ZQqkbxNPtVblyOBzcC09SYVSqBiNBX73WtDzUYLmZjwKGjZuuqFCyTjzzFPClexYsuxfoTERqJSqWS6/JbBgBgcDCQr2QegnyDEQS5tBP6hiCSk6sTWTzcFA37X2fuZuOEbUiS3NzkPbMDhcsVQJIkilX2Yo3fvDT3t3LYRvYslss9gkpIo9pYokoRilYqjL2zPYnxxjTvLhnFKxfhqX8ILlmc+enn7/G94E+/Zd5kzp6J60d8KFA6L+d2XVbq06lhfAt/HeRSzqmtF6jcqLyiUz63+zLlXDo7LaJFVDRnLCYLdk52uGbPREToq3SdseR3rKdvUvPL/J4rlGMDbj7mx8+HYLXIgmKiKMsk6O11aLQa4qJTBsAiFQqmOe+j20HsnH8ANw9XWg1pgsFez/LB62WDE0Ee8FM7ZEWFp3QMS5JE62FNyVEgG8Z4Ew4u9oqqpCiKLOi5ktPbL1CgdD7GbBuYRnSs3ajmvAgKVywca7WtCsjKlelpvKeGyWjmzPaLqNQqqjWv+FbTmxdB4bjldEWj1dB6eFNqtqry1nP/W/GnF0//CMqVKyddvXr13Tv+P8fPPZbZuNw3H9CIHulooEiSxJ4lh9k0cTuvwqKULE8QBOp0qM6Qtb3+kvu7c9aPQ6t/J2+J3DTtk2JyHeT7lF6VRiiaKSqVQJ4SuWjQrQ5ZPNyY0vZnrBYr+UvlZdaJcczouIDze6/KpQuNisVXZ+CazYVdCw+iM2hp0rs+9688JCwonCf3Q9i98BAqlUD5b8ow+tcBxLyK5dCq31GpVeQq4sHuhQe5fuy2Esi1Bi1fd67J0Y2nZa0XUWLO6QkULJ2PmFexnNlxiQu7r/AqLApToolHPrbOQaO3DUBvp2fid7NRaVS4Zs/M4qvTlS5ei9nC7K5LOLbBVh8nNbQ6DeXrl+H8ritpPlNrVAzf1I8a31Xm+6J9lS5dnUFLhQZlubj3KgLQa2EXqreojP+1QE5sPoPfxQcE+QanvZgA33SpTddp7ehYoJfcvKMSqNyoHBf3XbNlAwnywmXFbz5nzeiURq4ytT9jxtExym6vw6PoVLA3CbEJaPRaKnxThr6Lu9Euz4+yeQnyQvP++F+UEp7/tYcMqjUOkNk1i69OZ9YPi/E55YskSdRo9QWDVv7EiS3nmNNtCYlxRjQ6DfW+r0m/JW83pnlfSJJE/+qjeXjzMQAlqhbNUPtIkiRae3bn1fPXSJKEYyYHtj5f8a8SM/s7F08/4Q+iWGUvjm88k2TurKdYpbQmvyAH8G9/+ppvf/qakIBneH82UG6dlyR+33yWIWt7IYoivufvo9VrKVyuwDuZEu+DElWLUqJq0TTbs+bKgjrZEFsAUZJ45POElUM3yU47ScEj8NZjTm+9wKDVPVnYexUhAc9pNeRb8hbzpGPBXkrGf3HvNRZcnArA1/rWShZ4ce9VgvyCGdd0Js8fvUjTrZkMc6KZ22f92BCwgOAHzzGbzNw4dpv46ASy583K5QPXsZgs9F3cDc/COWji2tkmg9857wAvQyOVFv8wUzhXDt5Q2E8arYYha3tRuGx+di08lER5leRyCvKMoUydkozeOpAB1UcTcPOxTQer1SIyu+tiilUuzIDlPRj+jWwebrWK3DjmwxfflqNk9eI4ujrS2sMbkspClRqWJTjgGVaTbVlGq5X7FZ74BmM2mWUhL40GnUGHRqu2DeySrIdeocHnrBv3KxqtGrVWQ+12tj6oT/xCIKlZypxo5u65ewgqAUuqWdCbJbzCZQuw8dFiwoJekqtITuJjErl21Ee5/pG1J+m/tLvMlkqafVhMFiKfvd8s830QHRHD/SsPlWteO3oLk9Gcrkyy1WJVgjqAMcFI7Ot4Mrv//xMz+xTY/4eo27EGpkQTVw7fpHKjcmkUANNDJncXuTPQKAd891xZkCSJcc1mcuP3O/AGT/ldsJgtnNt1BUkUqdK0Aq+ev0aj09h010qSRGK8EYO9HkEQsHeyY/ap8WycuI275+4rHpYSkk2DkNUiMr/XSuycDAT5BvM6PIq46Hgin7/mdXg0VouIFZF7lwOIeBbJ6e0XbWrLZqOF/lVHExcTj/QW3XOAkAfPCbj5GMdMDgyuNQ6rRUSjkzVrkstV1476sOT6DFoNbcLmyTuUY4N8gxV5heTr2junLEhHvYwmyDeY2u2q07RPAwACbjxiUK1xWEwWPArnYNSv/dFo1Mw8Ppbjm86ysPdKmwauhNhEFvdbw9jtgyhSoZDMizdbiYuK5/S2i5zeZtu9+uJxOHuXHkESJQQVSKJMG9XqtRStWIg2w5txZO1JG8XGVy9e02NOJ46uO0Xow+ey1INeS7fp7WVO/MWpXDl4g3wl85A5mwvb5+ylSIWClKhalHyf5UatVsnX0Gko/3UZLu69ZqOQ+XndkjYJw+G1J9g5/wB5ism6KA7Odmi0GiXIOrk6olKr+LJ1FbZM30ViXCKiVaRE1SLcOnmXkjWK/ekExDGTA/ZOdsRExoAg4Jo9E9p0BOdAHqArf1uO60d9QIBCZfKTKWv68tj/dnwqxfwLceesH8sGb8DOUU/fJd7o7fV0LNALc1J3n0qt4pBpy3v9aIZ9PYm75+7JTU4u9kS9jEFAoMvUtjTv15D4mAQG1RrHw5uPcc+dhblnJuKWIzOxr+Owd7bj/K4rTO+0QO48NVvwKl+Q+1cClOxarVHj7ObI67AoJEnWV19+cxaDao0j8tkr2XRDJQ8Woii+k3f+NhStXAiNVsPt034Z7uOeOwu9F3ZldOMUOaNknZtkCCqBnZFrcXC2J8gvmD6VRygdvwsuTVUor4nxRl6HRZE1lxtqtVrW2pmxmysHb5AllxsnNp+1WVQtU/szvv6+JtM7L8yw5v822DvbMfa3wcoC8tP7IfxUbigWsxWNVk2vBV2o11luUBNFkZchkbhkcUJvpyfs6Utm/bCYyGevqNupBhvGb8dqsaLWqBi5uT+VG5Xj2aMXHF57ArccrtTvWptts/eybswWZQ2gZpuqjNjUF5CtHAfWHIcx3ohWp6Fai0oM39iX22f8WNBrJRqdhgErelCwdD5A7gcJuPGIxf3WEPLgOZIkUb9rbX6c+34JyNvw+O5Tlg9Zj1qtpvvsTm+lJFutVs7vvoposfJFk/L/qjIMvH8p5lNg/3+AhNgEvsveVdE5yZTVmW0vVr37uLhEmmTqlO4inaAWOGz6lZ3zDrBi2Aal7FCiWlGQJPwuPcAxkwNzTk3gZXAEIxtOxWKyoNaoyerpyquwaIzxxpSFuyTKokqt4ovG5cji6cal/dd5Figbc6jVKgxOhnQZLjb3lTQIJJ/vzc88Cucg+F6aNopUO8n18NTZtMFBj8loQrTIv4UCZfKy9NpMgnyfsmLoJi7tl+mbgiDw3aBGdJtuq5ly+eANNozfSkJcIs8CX2BKMCvyC8kzEL29npnHx3Jg+VEOrTnx1mdMDbVGBYKAaBWxd7Jj3YMFNiYsQX7BXDl4g/wl82RoggLQq+JwHlx7iJhEOU290Fyj5ReM2tI/zTEvQyLo8fkQzEmKmXNOTaBgGTlQn9hyjrneS5WF4AKl8toomKaHJ/fkgShZtkJnp2N/3Kb3fhef8KnG/v8WZpOZ8KcRZPF0U+qIdo52jNsxhIW9VqI1aBm85t0GywB6Ox3Obo5Ehcsc8NRjvGSVuHbUB1EUlaAO8mxBb6fDarYS/TKG5YPX0350C7R6jaL3EvM6jp7zv8fvgj/VWlQm2D+UZQPXYbXIkgNnd14GkksLcpBenvAAAAAgAElEQVTV6rW0GNCIo+tOEfs6lkzuLjy9H4KUaszR2+v4rFoxbv5+O82zCIKAs5sTzq4plDyVWjbNSM0HTzbSSIa9kx2SJClBHeCpXwi9Kw/n4c0gLOaUTF5r0KZxzAr2D2Vs0xlp5AtEqwipSuMqtYCTqwN3zt9/48Zlr1m1RqVkxhqtmlrtqhER+ory9UqjNWiJCInkq85fpnHWylPU870YTy+CwhS+fWoWkd5eT7HKhdM9JouHG+seLODR7Sd4Fs5hY6zxeZ3P0NvpkJDr5s5ZnPC9cD9Dyi5AJveUexcE4W/p+JQkicd3nmBIsvP7r+BTxv4vwsvQSHpVGEZcVDz2TnYsuDQV91x/Tsz/yb0QlvRfgyRKvAgKJ9hfpiaq1Cq6TmtP/W61aZKpk7K/Sq1CrVEpGa+Diz1Nen/DsY2nlQGigXcdeszubHOdriX6p8vw8CiUA6vFSrXmFWk3qrkitSuKIgO/HKuoIWoNWuafm8zktj/baL9DkpGGlFa9MXs+d16HR9s4Hhkc9bLvqkVEa9CQxcOV0IAXaY5NAwFqtanKoNU/2UzfL+y9yphvp9vsqtVrsJitNgOKnaMdxasU5ubvd9Ja6glQ7qtSNOxeF/9rjyhWqRAVG6QYigf6BDG76xLMRjM95/+QLiX2Xdg8bSebJv2GxWxBtIioNCrFmu+LJuUZs21ght3LGeF1eBQLe6/i/O6rmI1m9PY6FlycSr4SuTM85voxH5YP2YCDiz0DVvT4qAJ5b0KSJMY1n8m1Iz5IokiXae1olrRG8m/F+2bsnxyU/kXYvfAgr15EkRhn5HV4NDtTdYemxvPHYUzrMJ/pnRYQ9kZn3b3LD/h981mikxzmcxfxYOrBUUw7PJrGPVM6ASVRokQVLxyc7SleNUVJr0CZvKjUKV+buKh4fp2+i8zuLvRZ1I1RW/pTo+UX+F70twmWX3WuSXol/5chkTTp9TVe5QrSMns32uX9kant5xPkG0zAjUfKfuZEM1eP3Ezjd6ozaHF2c0o3MCfEJmJMsOWaFyiZN6kvSEKjUaPWaN4d1AEkGLahT5qabJ50DCea9W/EvLMTyVkwu6K8KSFhNlrS9UlFghvH77Bj3gG+n9jaJqgDDKs3Ef+rD3l0+wmjGk4lMd6I2WRm46TtTGk3D5/T71bIbjOsKTOPj1UarqzmFL/V60d9OJc0i/oQZMrqQnhwpLK2A3LH7dvweZ2SLL0+k9knxv+lQR3k2dS1I7cwxhsxJZpZO3rLX3q9fxI+BfZ/CM78dpFOhXrRq+Jwgv3TrxEbHA2KfK1ao8LgaEizjyiK9K0yit83n+X4pjP8VG4YZpP8wzuw8hiDao3n5+7L6FK8vxLcQdY2v3UyJUBotGruX3nI6/AoGwmBwJtBZHqDHmYxW/G/FkjdjjU4t/sKQ+pMYGjdCUzvuEDZ57uBjaj+XVrWjzHeyNKB65nUei6mRDNmo4Xzuy8TERppUwcGWD9uKxf2pPDE1Ro1K+/MYfCanujtU+zkNDoNOoP2/9g7y+iori4MP3csbgR3d/cCpRRpoWiBUhwKFChOW6y4u7tTpLhLcQgSJLgEAgQLgRD3jN/vxw03GSYJQQr06zxrda1O5toMyT7n7LP3+9K0TwNIlspR26m5c+F+osa5SFx0Ai8evkShUqC2V1s1zSTn1Ua09x4fOuTvxc+lf+XBtUdkyuVpIfOrcVDTdWIbilUtwtJrM2g9pBl12tdk+tFRhAQkKYOq7dVoHJPOMxlN3PDy5bqXZdO22WwmMiQ62XFmYiPjWDxwDZsm7+TExjP88d1EAvys5RJep1iVQuQpntNiYH5F8j2Ht6Fyg3LYJRNiK14t9VTMx8bR1dFi1fS64c3/M7bA/hkQ9iKCKR3n89z/JfcuPWD099NSPK55v+8k0S1Bqk1+du8F07ss5HvPzvxeewwxEbHERycQFRotmSGbRaJCoxlUZxyiKLJr3t/o4nXyTPbq8VuAFPCbuXfi7M4L8r0UKin/rbZTW8y01XYq+i36GY1D0sxVrVFRtHJB9Fo9B1cdRxunQxun48Sms7LTjSAIdJnYFhdPy7b0lDDqjWhjtbLt2yteKUe+QlAIZMzpSZXvytN/cQ8y58mIm6cLDbrWYdXduRSvWgh7p6SgY9BLtf/JSzINOgMCAkuuTGe131xK1yqBa0YXWvzaiE7jWkmSxioFv6/pRWxkHBNbzyHocQiPbwXw21ejaZ2jB5lzZyRX0RwUKJuXWV7j5UHA3tGOLhPbMnRtXxxdHQkPSmYGIopsC1phFWxWj9ho8Vo0i1T6tiwaBw0OzvaU+ao4ntk8uHnqTpK1HpLZtNfWc29cfUzYO5SiVQqhtlfLnqp5iufkyxbvprTdZtj39JrzE037NGDq4VFppmE+Np7ZPOi7sBuuns5kyZuJMdsHfepH+mjYNk8/Aga9gVndlnDl2E3K1ynFryt6WizpI4OjZGNlUSRVmQAHZwc6jmnFqKZT0cbpOL3tPCBiMpq5ffYuK//4i/6LfiZ/6Tzcv/xQPu/22bs0dGhLjkLZUGmkTU6zSSR7AWkzaX6flVYBwTObB77n7pGjcHYadq/HgeXH0Dio+WNDfyrVL8f2kNUE3n/BsQ2nsHeyp8XARvhd8reYIZlNZqLDYnFyc8JsNtOj3O9oY9Nuw3/FlI7zKfaaAYXZLNJrTkeWDZIkZwcs6S5/j/cv+xMRFIVBZ+DI2pNU/LYMFeqVxjO7B6HPw6X7JubhBUFAoRYwGaTpvJ2DhhwFs6JUKZl5fIzFPX8c3AyFQoFSpZQqeJINCq8cnGIjYilbpxRTD43k/L7LtMrWDQSBQat7U+nbsonfp7ssTKNQCGQvmI2Il1E4uzvKFT6CQrCoqxZFkaH1J3D3wn0QRSrUK82Q9f04staLrPmz8OLRS/QJenTxes7uvMjlw9eJCIqgWd/vUv1eVRoV/lcfyeWdGXN4Mu/cJNk8PCUSYhOIDI4mc56MVnl4hUJhoQfzuVH/p9rU/6n2p36Mj44tsH8Eds3/m1Pbz6NP0HNq+3kKlM1Ly18by+/nLZmLfKVy8/h2AGaTmR9+a5zqtZ4/CJKDp8lokmeHRoPUVScIAjNPjqVtrp7ERiYJPRn0Rp77B1G+XmlCn4VRumZxrhy7yZM7z6y82fKXzs2z+0Ec/vMkh9eelBqTFAJdJ7ejZI2i3Dx9h2wFslCgTF4KlMnLvcv+LBu0lofXrTX2t83aS98F3dg8bbdVUFeqFFRrWgnv3T4gCLJ0r9FgwmgwJRp4J6FQKggLDGdL0HKcXB0tgtGz+y/kXK/k5BTEjrn7ee4fhIOzPY4uDiTESoHYwcWeEjWK8uRWAC4eTvRb3D1VYbTkA3DWfJkpVCE/Dy4/xGwyI4qiZDJiFokIisSgNzDuhxlyWmNM8+nsiV5LQowWjYOGKQdHsOqPDTi5O9FnXhfGtJhB8NMk85DcxXLQZ0GSYFjQ42B8z91DnzgzP7/vCqObTsX33D1EETyyuJOneE6uHL2JQWeQBvsdF9IM7BEvo+S8v/Q6Ms2g7ufzgEF1x2I2mslZJDtzzkyw0MC38XliC+wfgdDAcPmPU6/VE/LM0glIqVQyy2scN07dwcXDSZbVTYkqDcuzctiGxKoGs1R6aJQqMF55nTo42TPn7AR+qzVarlQBKTB2GtOKDRO3s2/ZEYw6o9zN+GpTz8HFntiIOPl5EZHlVOf3XsHCfitlk42J+/8ga95M/FZrdMqGzgJcP3mbye3m4LXV2hd0zM7BVG1YITFFApcOXuPqsZuYjDrsHDQUq1qInIWzcWj1Ccl9yWRm+5z9XDp8ncWXLdNVLQY05IaXL0qVQu6g9Lv4ALNJJC4qAVdPZ3IXz0nQ4xDioxPwOXAVjb2GVoOaULxqyuV+r/PXpB3cv+QPQKGK+YmNiOO5/0uMeiPBT0M5v++yRa5an6BnZpdFnNh0FqVKyZidg5l5cpz8fvL2dgcXe/ov6k7GZOWUrhmcLZz+3LO4cvXYLfmcsOfhDFjSnWuJKTW7dMhL5y6Wg7wlc/PENwDRLNKsb4M0j18+ZL3cNBZ4/wXeuy5Su+2XaZ5j49NjK3f8AJjNkhGF12ZvshfIwqS/h1uUIT69G0jfqsPkioT55ye/l8VXeFAEN7x8yVU0B9kLZuXxrQCy5c9sUWccHhRB+3y9LSoWqjerzLC/+tHYuYNFysTOUUOXiW0pVrUQeUvmZtUff/H3yuNW/qevU+GbMjTtXZ8pHeZZGU2AZIknmkVEUbTSFh+55VcrCQVRFNk+Zx8n/jqDR1Z3YiPicHRzpMp35Vg0YI3cSKVUKdgZvsZKh/7Zvec88X1GiepFuHToOnN/WWYx4Kg0Ktm+7xVfNK7IkHV9SYjV4pnNI81u3UZO7eS8tsZBw28rf2Fax/lyl61CqZC0cxJfS1LHGvl7fLXZm7NwdkDa21jUfzUKlYKchbMz9+wE1Bq15D2boKf4F4W5cvQmiweuxt7Jjt9W9mJk4ymEBIQiipKBiZ2DBhQChcrnp1L9ssRFxLFrwUGy5svMqG2/pVgOa9AbuHb8Fk5ujmnWnYuiSK+KQ+TqJHtne4au7Uv1ZpVTPcfGP4utQekj4r3bhzPbz2PQGQjwe86iAastNmpyF83BmnvzeXzrKbmKZmfeLyu4cOAKOQtnY+qRURaztPSQIasHtZLJjb6eiw4OCE20bktWEeDqwKhtvyEIAh6Z3Sw38hAoUDYvxapIM9eeszqRr1QeXj4Jxt7Rjn1LjxAaGG4REFVqJRmze1CoQn4rLXJ7Jzv6Lf6ZGZ0Xyk0xCqUCQQBBoaBvoorh6wiCQMuBjYkOjWHTlF3yzNTX24+M2TMQ9jxcvlWLTF1p2qc+3ad1IDoshnN7LpExpyfVm1VGFEVCA8OsmoZMRhOKZIFboVSQOXdGWmX7GdEs8kWTiozYNDDV4O6SwRldYKLWvCgSH51gYZQtmkXcMrkSGxWH2WTGNYMz0eFJGjQmo4kpHeezIFHw7LtudSn9VQkiX0ZSpHJB1Bo1k9rN4dS28yhVSsrVLsn4PUNZeXsOIOX0HV0cEJH2BQx6o9z5+eDKI9qPaMGQb8ajjdMREx7DzK6LmXp4pNXnUGvUlPm6ZKqaKq/YPG2XhTlJ2Vol+KLJG2OKjc8AW2D/ACTX6jabzCm2u3tkdsOjdikO/3mSK8duYjaZCbz/ghVDNzB0bV8MegNzey3n6tGbVPy2LP0WdnujIUZKnN5+nqkd56NQKsiQzQODzoDGTsOQdX3lXOr042OY13s5T32f4eDiQIsBDS2aXpRKpcWGWMvfGtOn8jCeP3yJXqvHzl5D0SqF6D6jI64ZXJh3fhJ7Fx/m/N5LhAdFoEvQM7PrYrLkzUzYiwgQRXIVzcGcM+NRKBRo7DVWz52c3QsOWmzm6rUGJh8cyJG1Xhz76wzxUfGYjGZ2z/+bPCVysfqPv4iLjkcQBFoPacaz+y+sJHZfdbkWqVSQG16+OLo60HVSWzZN2SWnnS4euML9Kw8pXKGAfJ7RYOTkZm+MeiMjN//KjK6LiI/R8kWTiizqv8riOVUaJX9s6MfhP73w2upNZHC0VWlh0KNgdi88SJ12X+Ls7kTOQtlkbZOrx29yYuNZQHJVunz4OiEBobKB9f5lRwl88AJEZCndV8RFxREZHC3nz81mkfCgCIwGI+f2SKvjak0rodfqGVx3HH6X/MmWPwuzvMalaot3dpeP/N3YO9lRvVnlNPPxNj4fbIH9A1CjeRU2T9vNy8fBCAqprC81dAl6ORhI5sfSoLBz3t+c2HgWfYKeY+tPkb90bpr2ts5/Xve6zb4lR8hTIic/Dm5q1TCzesTGpDI4AYZvHEiV78pbHJO7aA5mHBuT4vOZjCbWjNzErbN3qdO+Jo2610OtUTP/wmRObDpL0MOXVG1ckSIVk4JfnmI56TOvC92nd6CpW0dEs4jJbCI4IJTu0zqgUCj49qda2Dta192nRKZcnhZdqplze1KoQgGmdVpAfLJB06A3MqfHUtQalayTc2DFMas9DJBWA3mK56TdiJZMO1pcru7YPjupyUsURatBZ1Szadw85YsoQq6i2VlxezYKhYKWmbvI+XSFUiBn4ew06lGP+1ceERwQKr9nNpnxyOJOQmwCeq2BuKh4lg1ay865+1lxe7aFKYT3Hsv0pMlsxsldqihaP34bh1afkGv7RVEkS95MRL6MwmwWaT+yJeXrlSZzrowEB4RiNprpPK41wxtOxvf8PRBFSn0pqTjeu/JQ6jR+HML6cVvpn4o2ernaJXl08wm6eOl3tkilAike928gPCiC+BgtOQpm/SCS1p87tsD+AXBwsmfp1ek89w8iQzYPnFxTb4So3bYGuxf8TdDjYNR2ajqPaw1A8JNgeXak0+oJemztxfj0biDDG05CF6/HzkFDRFAkfZNVUYBUKRF4/wVms4jZJMrlc957fNg6Yw85C2en56xOqT7jX5O2s3P+AXTxeh5cfUTmXBmp3KAcgfdfsKDPCkRRZOvMvYzc8qvVgIEoWpVNNupR740z9NcZv2co0zovkFQiTWaCn4axYcI2We4gOcllflUaFflL58GgNxJhkWqSBqx7lx4yrMEEareuwcDlPdHYqRmyri8jG08mLiqe5v0bWnS2mkwmLh28Jn+mJ77PiHgZhWc2DxwTlTBBkoP9468BDK43jrio+MTySEm8S6VSMnzTABxdHOhTdZicHgp7EUHQ4xByFMyK77l7aOO0FKtckH2aJNlbhUJB2PMIrh67wZbpe9DF66RSTaVAxhyezDo5luiwWOyd7OQuzkWXp/HgykPJWs7NkfGtZsmDwaXD16XVojHJLs+UiksTQKdxP+KWyRX/64/5ttPX5CuV563+HT8XDq05wdxey1EIknnLqK2//d8Hd1tg/0AoVcp0eTI6uTqy9PoMQgLCyJDVXQ56DbvX4/CfXpK5gd6ISwZnEuK0ODglzXL9rz2Wl/a6BH2KreSD1vRmbIsZBAeE0vLXxhSpVJAnvgFMajsHXbyeuxfuE3A3kB9+b0KVhuWtbMTuXXooz36NeiNPbgdQuUE5zu25hF5rkPPs0zovoNOYVjTplSRDoLHX0H1aB5YPXg9A1ynt0NhrJFMQsxk7h/SVyWXLn4VuU9ozrP4EDDotZqPZwlw7OUqVguYDGnLH+x6Obg50GPMDGjsNs3ssITI4muCnoRa5drPRzLG/TmPQGxix6VeKVy3M9pDVcn27xbWVSjLl8kw085YajlwTG6xGbBrI2BYziI2Io9O4VsRGxkkiaAYTJkw4uzvRZtj3lP6qOEUrS3sgeUvk4sntZ5hNJlRqFZ7ZPVj625/sX34UQRAoVCE/Bcrkwc9HqrwxGUx4bfUmJCBM3oAVRZGmvRvwy6zOKBQKMuW03BzV2KnlDVGTyYSTmyPRYTEIgtRcpk9I2kzXOGhoP6JFqv8Ozx8E4X/tMU5ujuQrndR4pI3XseTXNTy4+phGPet99nXiS39fK9ft+xy8xhPfZ1bSFP9v2AL7J0CpVJI1b2aLn+UrlYdVd+cy8cfZ3L/6iI2TduC1xZtFl6bKaYMS1aU/WIVSgcZeneIGZNa8ma1KAZ/deyHn640GE77n7jG143yKVC7ItCOjLAJag651uJqonigIAlUaSbolGXNmsNgkjQ6NYfmQ9WTKlZEvGidtqDXv35AGXaU/9MD7QfSp+gf3Lz1AUCj4aUJrfhzcjIjgKOb1Wk5IQBjtR7akaqMKhD4PZ+i3E3jmF8gXjSvR5o9maJPpvMRHWVfdAHhkdafLhDYMqjOW616+9PtiODVbfsGUgyNwcHbgwoErLOy3iqBHL+VyfdEscvXYLQ6uPs7WGXvIUSgbv634xUo5MSFOK3WmCgKCQqDCN2Xk1FfhCgXY8HixfGzYiySPUrWdmpJfFqPVa0bJUw6OYOWwDcTHJNBhdCscnOzZveiQPPD4XXxA7hKW2jMOTg7UbV+T43+d5lV3VN32X6Ur161UKplxYgyLBqxGEATK1i7JXxN3yHLKv8zqJOfvXychTkv/6iOIjYhDUAgc/vMkNVt+QY8ZHVk5bANH1nqh1xp4fDuAnIWypei09bng4GxPTOImtmgWLbqR/1+xlTt+RoiiSH1NazlAaBw0rPKdQ5Y8SX98AX6BnNp6nhyFsvJVq2rpWlJGh8XQpfgAEmK1SfXpSKmLjQFLLMokAe5cuI//tceUq1OS7AWysmPufjZO2klUWLRFcFcoFXQa+yNt/2hudc+o0Gja5+9l0ZSk0qjYGrSCsS2mc/P0HbkOf/mtWawZuQmvLd6YjGYUSgEnVycLV6OUUNup6TqlLX4XH1i5L+Uvk4fFl6fJAXD/iqPM77VCqoxJNHg26IwY9UZUaiUVvy3L+D1DLa7ve86PYQ0myqWcSpWCKg0r0HdBVzLmsJacvXbyFkt+/RNnDyeGbxyYLsu1dnl/SbTakwTN9DqDxXfcrG8Des/twsMbT7h74T4lahR9a2PyV4iiyJbpu7mw/wqVGpSj9ZBmqf7+vDLxeL1ctHydUsRGxctiX3aOdvSe+xMNun6+3ad3LtxnbIvpxEXF03l8a1oMaPSpH+mdsZU7/gsRBIFs+bPwwj8Is1lErVHJGtaXj1zn4KrjFCyXjx+HNGX3woMM/XY8VRtVpFnfBmkGeFdPF5bfmMm5vZdYPmQ9cZFxiKJUMpeSMFKxKoXkEso9iw6yesQmq5p2lVqJSqPii8bSjD7AL5DnD4IoWaMoTm5OXDl63WIQgSRZ3QC/50kOS2olLx+HkBCrlX9mNokpBnWFUmFRcume2ZVlv63DbLbOEwfcDSQqNEYOrg271aX0l8WY8ONsHt8OsHBqMhpMieWhls967cRti8BmMpo5v+8yoYFhLLw41er4xQPWSAJugsDoZlOZ5z3J6rleZ+L+P5jRZREJsQnU61iLlcMsjSfsnaRUXf7Sechf+u1z3K82Xi/+fZWEGC3xMfF807FWmkEdpC5b14wu6HUGOSdv1Bvxv/6EblPb4X/tMYIg7S9Uql/2rZ/rY1KsSiE2PVv2qR/jo2IL7J8A790+LBywGgcnO4au6ye70gBMOzKSRQPXoIvT0XVyO+wc7Hhw9RGjv5+GLl7Pub2XuOHlyw0vX7TxOm5738MlgzN129dM854eWdz5rltdSlQrwrzeKzAZTPwy56c3WoPdPH3HulFJAJWdmsl/DydfqTyc3XWRye3molQrJd2VQtlkHfXkuGV0wcnNkUY96rF52m4QwNnDiSKVC9J5XGtuePmmWCoK0mzxy+aVOb3jIka9EUEhEB4UmWJQFxQCTq6OFqYbALmK5MDR1SFpcBCkWb9CIVjJOOxZdJCNk3ZYuUtJZaqWgwBATHgsT+8GWqRV9Fr9GzeO85bIxYILUl27//XH/DlqM0ZD0p7AlaO36Prm8YF7l/0Z13ImcVHxdJ3clkY9vgFg39Ij8sbrK3bM3U+RSgWp1rRSqtdTa9QsvDiFfUsOs3XmXowGEwqFQL0ONanbriY5Cmbj6Z1nVKhXOsXVi41Piy2wf2RiImKZ2EaSqAUY0XiyxWwic25rFbr7Vx4iJOZXdfF67l15iDbxD1UXr8Pvkv8bA/sr8hTPxcwTY9P9vLV+rM65vZckcwqTScpTi4Ao8uzeC0pWL8qmqbukEssEiI9OkM2tXyc6LFZK0Yz8gZI1ihH+IoIqDcuj1qi4d8mfdiNasmX6biKDrc836o3cv/KIr1tX5/T282TNl5kXj4It0i8gVR2ZTFKp36t9Bd/z91g3dituGV2o274m9688QhCkDe/u0ztQuEIBCpbLx+kdF7h06BoVvy3L9ZO+8necHDtHDfW7fG3xM7PZTMizMJzdHIkKjUZQSI1Paru389MsUCYv33SqxYEVR+WfvSqHfRPjWs7k5ROpkmrxwDVU/q48mXNlxP/aY6uB2WQ0Efqq0SoVzu+7zJQO8zAaTHSZ2AaNvQbP7B5UTdxzSb6qs/H5YQvsHxlJmCtpCZxcEz01StUsLlmoKQTsHDR82aIKh1efxGwWUSgFarao+o89b/VmlZmwdxh3Lz7g5uk7XDl6XbbKy5pXyv1nL5BFUiBMA0Eh4JrBGRcPaRZd9uuS8nujv5+Gz8FrGPVGNA5qilQuSExYDD/83oQrx24mqlhKm8ARwVHsjZGqbvYuOcS8Xiss7tFvYTec3JwIfhrCznkHcM/kyqweS9HGalGqFDz3D2LmiTE8vRNIuTol5dnmn6M3s2HCdkRR5Oi6UzTt/S12jnZyUBQUUsfub6t6yYqNIFWeDPt2AjdO38FkkETZStYoyrD1/RAEAb9L/lw/cYtiVQtT6ss3bzD2W9SN5w+D8D13DwHoNcfa7NmgNxB4P4hMOTPg5CZpyCdf6QgKhbwvUKfdlxzbcAqzySzX1ht0RpwzpK49L4oiE1vPlge2FUPXs/XlyjTLeJPjvduHNaM24ZHVnd9W/PLeLl823h5bYH9HTEYTl4/cQKlSUK5OqXR35GXNm5myX5fgxuk7iGaRFgPfbNWVs1A25p2bhPcuH3IXy0GN5lWo/1Ntbp25S6kvi6UpGvYhKPt1SRxcHFg7ZrMc1Gu0qCoH5z7zu+K9y8dyhitI9f0Nu9eV9OFF6DimVYrdtBf2X5FrrXXxepQqJX/eXwCAZ/YMcmAHLMyuG/f8lttn73Jmx0UEhUD1ZpVxcnMiPCiCHmUHoUvQIwhJuX2T0cwT32cUqVRQ0rVPJCI4io2Td8jH6bV6/l55HEGQBq+XT0NRqpSo7dWUrF7UIjft5+OP7/n78spBFEX8fB6QMYcnvuf8GFxvHEaDCZVaycgtv1nX/r+GUqVk2pFRBD0OxjWDsxy45c8fHU+fykMJCQxDNIv0md+VBl3q0GVSG5b8+ieCQkG5OiVlZ6fSNYszz3sS+5cf4eCq43K54+Ypu+YXs4cAACAASURBVKjdukaKzyCpVhqTvcZKniE1ggNCpdLaBD1PfJ8xruVMOdVk4+NhC+zvgCiKjGg8hdtn7yIC1ZpUYtj6fuk6VxAExu0Zwt0LD7B3sqNAmbxWx5jNkiRscu3rfCVzW5gYFK5QwKL1/Z9m8YDVFsqFJzeeYdCqXigUClw8nOm/tDtTOyQ5Jo3ZPoiqjSqkSxYhS56MPPd/Kb9+nmwjs0T1IggKQRYRc3ktbz5kbT+a9X2A2SzKqYGbp+5g0BtkATSFUsDOUYMgCNRqVc3q/mHPwxPNnZPy6a8kj4PipPSGUW8kOjSGy0du8GXzJFMKJzdHxNfy/K8C/7l9l+SeAJPBxNF1XlT5rjxms5nosBhcPV1SnBAIgpCq8fKprecIDgiTN6bndF9KWGA47Uf+QJWGFYiLiidviVwWg0/+0nmo1ao6h9eclK6vENI0PFEoFHSd0p5Vf2wABJr0+taqFDQ1QgPDUSS6fJlNZoIeBafrvPQQ9iICOwdNmk5XNiRswg/vQFRoNNdO3CIhVos2VsuJTWcsZjhvQqlUUqJakRSD+qnt52js3J5Gju3YteDAez+r0WBkSod5tMzchTEtplt5gKaHRzefWG1qmk1mC8XGuu1qstBnCj9NaMPymzOp3qxyurVuphweiUqddGxCrFZOUblmcGHKoZHkKpqDolUKstBnitX52jgdIQFh8oohU25POaCC1DjVa/ZPDFrdm/5LpPZ5s9nMvqWHmdNzKTHhseQskh2NvQalWimbnryO2SySMUeSYFtCnNSi3mlca1R20hxJpVHx++peTOu8gM1Tdlucf+3kbUKfh9GxQB/a5u7JT0X7ExUazdvg6OpooZ9vNovsnPc3excfwmuzd6oKlSVrFKVJ7/o4ONuTu1hOflvxS5r3aTmwERueLGGt/wJ6zuyU5rHJKVguH5lyZpSUJx3t+L5f2rLA6UEURWZ2W0yH/L1ple1njv11+r2v+f+OrY79HdDrDPyQuavsoOOWyZWtQSveu01ZFEUau7SXg5JKo2LLi+VyXvpd2LXgb5YPWY8+QY/GXk3rod/TYdQP6T7fa+s5pv+0AAQBXVxSvrnz+Na0HWZdv+6914e1o7eQrUAWfl/ZCwdnex7eeIKLh7NFPb5eZ5CNhjdP383D649lpUQHF3t+W/4LFw5c4cyOC+QtlZvxu4ekOGtcNfwvds47gCBINnlLrk7n3B4fJvw42+K4/fEbLCpUNkzYxsYpu+RmnenHxhD+IgJnDyfO7fVh+yyp01UQBDyyuaNUSh2uLQc25uyui0ztNJ+EGC1qOzVjdgyicoNyGPQGFAoF10/eZnTz6WhjLTc+VRol9bvU5sCKY3IJYamaxZh5Ymy6f3fMZjMTfpzF6e0X5H8LB2d7TAYTZpMZzxwZWH13rlVH8cdEG6/j8uHruGd2o8QH8EB9du85PcsNkjWQnD2c2Bm25r2v+2/EVseeDhLitGjjdOlqJEmOxk7N5EMjWNh3JUq1kgFLenww7YmUyuveh4igSIyJKQmDzkD4i5Rt9yJeRrJz/t+oNSqa9/9Ozu1un71XHmjsnezoNPZHaretQYas1oqAT+8GMvb76ZjNIv7XHvP0TiAZs2fA95wfZpOZ3vO6kC1/FtaM2sST28/Q65LSJcmbcswmM0GPgzm9/TzaOB33L/mzfMh6fl/ZSz5m26y9rB27BW2cTl45hAaG8fD6Y6t6b4292qpC5VLioPIK/2uPadSjHiDlpfOVyovX5rOUrFGMVoOayIEyOjyGia1ny+qKBp2BGV0XseX5crl01KA38vpvg0KpwD2Tm6Qhn2wy5et9j8N/nuTbzl+THhQKBaO2/o73bh9Wj9xIhqweXDtxS/49iQyOIuhxiKwY+Smwd7T7oJrtaju1hQaR5i2rjf6L/F+mYlKqbX6dC/sv0zJzV9rm7smkdnPfaAL8OsWrFmahj9SE8i6NIykhCAK953ZBpVGhUitpNahJunObqVG/S20c3RxxdHPEwcWBpn2sl8Ymk4m+Vf9gy7Rd/DVpB4PrJrn85CicHVWibrcoQuGKBVIM6gA3vG7L+usAT32f4XvOD22cDr3WwMphGxjZZCq+3veIi4qX9DtelU8iBb9MuTz5fVUvHJyT6s2NBhOntp2XNFuAk5vPsvR3yXLudY/VjDk9yVUkBwOWdsfF05nMuTPy+6peTPhxFvN6LZcbn6o2roidbPEmyHINp3dcoLFze+b0WEqVhhVo+0dzi9lvXGS87F2KfLYlFb8pIxlG26mxd7LjyxZVaNC1DnO9J9J6SDMpnfLquzeauHfJn9DnaZcfvk61ppVYfmMWUw+PpECZPKjUSgRBQG2nJlPOt9P3T050WAxrRm1izahN6arY+hhkyZOJ9qN+QKVW4uTuyB9/DfjUj/TZ83+VitHrDIxqOpUrR2+Qs1A2ph0bnaqJRdvcPWV5V3snO2aeHPtRNyPTIi46HrPJ/M4pGFEUuXPhPgadgZI1ihIfncCT2wHkKpojxYEi7EUEHQv0lmvrATY9X4ZnVg/iouKY9fMSHt0KoHHPb/i+X+p+ms/uPeenov3l1yqNErNJlAN0hmzuJMRoLfTrZQTkAF+ielHG7BzEzyUHEhks5aAFASp/V54Je4fRKls3i1p5pVpJ/tJ56DyuNZUblLO4bExELO3z9iI+JgGVWknRqoWZ7TVOKmtcf4qHN55Qs+UXFKtSSEqFObeXl/xKlZJNgUstJBdEUWREo8lcPnoDk8GEUqVk/J4hVKpveV9RFAkPisTZ3dFK/Oy2t1QtYzaaZEtChUpBxhwZqFS/LD9P7ZDu0kKQ9nzWjtlCfEwCbf9oni4xupQQRZGuJQby3F/avM6WPwurfOd8NkqIKQm1/df4T6Zijq47xa0zUhnhc/8gVg/fyKDVvVM8VpXMPUYUxTe6yXxM3uaPOiUW9l/FodUnEASBUjWLMWHvsDRFmtwzueKe2Y3QwDDExMVOx/y9GbymD1+1qsbILb+l6745C2dn4LIeLB+yXg5aRv2ryhQFsRFxGPRGVMmkaQUBchfPyZPbSfrrd877ERMWQ4/pHZnTc1mihj3cOX+f+JgEORi+ouOYVnK+/8YpX1YN/wtXTxf6Luhm0exkNJh4eO1x4n0F6nX4yuI6oihayNiajCbGNJ/O7FPj5YAiCALj9w7l7oX7mM0iUSHRcqogedARBCFVA4sS1YowdF1fJraZI//MbDQT/CSUQ6tPEv4iknG7hqTrOwdwy+hKk17f4rX1HPcuPSRn4ezvFAATYrU8f/BCrg564f+S+JiE9/59/FD814P62/B/lYox6Axy+tJsEtFp9akeO/jPPji5O6JQKmjS69t/rdb06zy584w9iw6hjdOREKvl6vFbkotRGihVSuadm8TXraujVCkQRRG91sDiX/9M9Ry/S/7M6LqI9RO2ScJViXzXrS47w9aQo1B2eQXwahDVaw2IZpHCFfJTrWkl3DK5Ur5uab7rWtcynyEKOHs4U6NFVdyzJM2WYyJi6VVxCI17foPaTo3aTkX1ZpVoM1Qy8Y4Oi2F4w0ncPuvHhf1XGNl4CrmKSjICajsVdo52aVq7KRQKuk/vYPEz33P3XrMRlI4rWqUQywatZWrH+YxsMoWF/Vel+R2/jkdmN4vJxSuMeqPsMZpeXj4JoW/VP1g/bhtzei5l3bitb3X+Kxyc7clWICtKtRKlWkm2/JlxdHF484kfmfiYhBS7gm0k8V7TVEEQpgONAT3gD/wkimJk2mf9c9TtUJO9iw/x4uFL7J3s6TSmVarHlqxelJ1hazCbzRb14p8TcdHx3Dx1hyx5M1nUsKfG6R0XmNJhrkXeWaEQUhT6eh3PbB60GdacMzsuyjNiR5eUHY9CnoXx+9ej0cbp0NhreP4giMFr+lgc80XTijy9GyhvUKrUSvQmMyq1koLl89N3flf5WL3OwMmt3tw5dw+lSkGf+V3lDe02Q79n0cDV6BOkQSHw/gu2z9nPtKOjyJTTk8y5M8ozudDAcPn/zSYzgf5BeG3xpm6HmiiVSnIUykbtdik35bwieUcsSDKvLh7WddPP/V/y8MaTJOem5UfpMy/pM53ecYF5vZahUqsYsrav1XWLVytC2VoluHTomoUgmlqjSrc8xCtue/tBYiOWNk7HmR0X6Dg69d/91BAEgTmnx7Nt1l4AWv7a+LObJf85ejObpuxEEAQGLOvBNx1rfepH+ix53/zDEWCYKIpGQRCmAsOA9K8hPzCvTCzCX0Tilsn1jbvngiB8tkE9NjKO7mV+Iy4yHpPRxIBlPajbLu0/+FV/bLAwUvDI6sbQtf0szDrSIkehbHhm9+C5/0u5pDElHt54Iht+6LUpG360H9GSrHky8/TOM6o3r8zmKbu5+PdVCpTNQ6exlkFHY6dm3tmJmM1mq4adL5pUZNWIjRh0xqQBS5CMlu/5+JO7WA5GbP4Vt4yu5C6Wg8y5M/LySSggkjVvZmZ3X4LJaEalUbHu4cI3/nt7ZHGT5HMTVxtZ8mRKUchLcqZKSs9kypkkhJUQp2VK+7nyNUY1ncr6x4twzeAiH6NQKBi/ZyghAaE4uTuhT9BzevsFMubMYKFvnx4Klssn72PYOWgoU6vEG85IHbeMrnSd1O6dz/8niQiOYtPUXfLEY27PZdTr8NVnN/h8DrxXKkYUxcOiKL7qzDkPvJtQ9AdEqVSSKafnv74k6srRG8RGxBEfk4AuQc+WaZbNLiaTSa6jf8XrKZfWQ76nfN3SgFSmN/CrUTR178i0zgswmSzz1CBpfIS/2pQURfYtPWJ1jNls5vT28/K9NQ4aWRgq5FkYfj4PMBqMUg6741d0ndyOopUKMXr77+yP38A870kWAS45KXVhZsjqwSrfOVSqXzbJqNlg4urRm4QHRXLzzF0W9JPSICq1ivkXJjNwaXdGbvmNkIBQeTZs1BtZn44UhXsmN0ZvH0TekrkoXbM4046OSvE4Z3cnJuwdSsFyeSn1ZTEmHhguv6dP0FtUByXEavkx28+MbDLF4nsXBIHMuTPh5OqIRxZ3mvT6lmpNKr11oMpdNAeT/x5B3fY1aT+qJT1mdHyr8z80JpOJWT8vpmXmLgxvNMnq9/RdUSgEi4ydYDPWTpUPuWPYBdj8Aa/3nyZz7oxycFCplWQvkNRi7nfJnyH1xqGN01H5u3KM3v47SqWSLLkz8fh2gHSORkXRykl6KKuGb+Tu+XsYDSZObz9PuTqlrDYP08OJjWfx2uINorQhWrJ6EX6Z3ZkzOy8wpf08BIVAplwZWegzGQcnB7x3+7Bp6k6yF8hK73ld3qnSx97ZjstHbsgzdqVGJdeCmwwmQgKSzKsdnOyp3fZLQJp9x71mfp0aZrPUSatUKancoJxFdY3ZbGbuL8vx2uJNvlK5GbtzMK6eLpT9uiSLL0+3upZbRlfqtq/JiU1npBSSKGI0mLh+8jZXjt60EBF7E6GBYZzYeBaPrO7UblsjVU2iUl8WsxAZExP9Z9OrYfQhObruFMc3nkUXr+PqsZusHbuFnjPS372aGm4ZXek8oTWr/tiIQqVg0Jrettl6KrzxX10QhKOCINxK4b+myY4ZDhiBDWlcp7sgCJcEQbgUEmJt1GzDkqKVC9F9WnuyF8xK+XplGLisp/ze/N4riIuSUjTXjt/iylHJym7wn31wy+SKQqmgQdfaFKtaWD4nKiRaXsKajGbZKiw51ZpWokS1IihVClw9Xeg15yf0OgObp+9iSqf5eO+9RNiLcLmixWwy4+TmiFKpZPWIjegS9GjjdATcDaR76d+5d+Uhk9rN4c75+4kdrAvf+LkT4rQs+e1PRn8/TU7xeG0+ZyHPq43V4pLBGUdXB+wc7WiXim/nsA39JYmARCvB1Jxzzu+7TBPXDjR0bMvGKTut3j+97TzH/zpNXFQ8dy/cZ9ngdW/8HL8u78nCi1PIWzLJW1MElMr0B9q4qDh6lh/MquF/MfeXZczvszJd5/kcukZTt440dGjLlhm733xCOvHzecDo76cxu+dSosNTr3GPDI6WJTYMOiNhz9PevH8bWv3elH1x69kbs46vUrCGtCHxxhm7KIp103pfEIROQCOgjphGUbwoisuAZSDVsb/lc/4nadKrvoVZ9CtSm6QUKp+fbS9XppirbjPsey4fuY6AgKObA7XbWm8iqtQqphwcQUJsAnaOdigUCql9fcd5zCaRY+tOUfOHL3B0c8SgM2LQ6lGqVTy69RT3TG48vRMoXyvocTC9KyZttxj1Rh7fCnjjZ57ZZRHeey5h0Bm4fOQGK27NQm2nshACc/ZwYqXvHO5d8idbvsyp+nYWKJuX4l8U5s55SVI45FlYis1kUzvOlzdB143dyjedalmUKkaHxcirJ6PBlKJe/OsIgkCe4rkYvKYPg+uNIy4yji8aVaBs7ZJvPPcVD649xqAzSGWjBhNndlyg/6Kf33je5HZz5V6BNSM3U7vtl6n2c6SXqNBoBtUZS0KsFpVayTO/56nq+tdpV4NtM/ckmpiLViYmb4Moipzefp7QwHBqtqxKxhyen1Qu4d/C+1bF1EfaLP1KFMWUrW9sfHD6LfqZwfXGER+dQMVvy1ChXmmL91NafheuUID1jxbx8nEIuYrmwN4xdUNfB+ekErcrx27KGi4gqQs6eziROZcnLx6+5OSms1zYd5kph0cyqPaYpCan14ZuO0cNjXp+88bPdtfngYUq48Q2c3juH4RLBmdiI+JQa1RM3D8MByd7ynyV8ibhs/svWDtmC7GRsdy/9FBeYSzqvzpF2dxXksEgDZrJXwN81aoaG6fsJC4yHrMo0nZ4yiuElChYLh/bQ1Zh0BvlfR9RFAl5Foarp0ua/w45C2dPZpCtokiy1FpaJBekEwSszEjehRcPX8p7HEaDCf/rj1M9NmMOT9bcn8+jG0/IUTj7W0t2JGfF0PXsWXQIk9HMhonbWeM37720k/4rvO/QtwCwA44k5rrOi6LYM+1TbLwvhcrnZ3vIKnQJ+nRXvICklJjaxmVqlK1VgtM7Llj8LDYiTpK1fVWkohCIDo0hZ9HsPLz2JMXrjNk+iIrJcst6nYFLB69h72xPudol5VxprVbV2L3woDxL9b/6CIPeiJ2jHV0mteH7vt+laTdn0BsYUH0E0eExCIJgUfpp55Tyef0WdWPWz0sQzSJNen1rZQzh6unC6rtzeXwrgKz5Mr+1zIMgCHJQN+gNDK47jnuX/FGqlEw+OCJVoSzPbB5MPzaarTP2kDGnJ53G/piu+/WZ35U5PZYhiiINutXh3iV/xrSYTpY8mRiwpLuVeXl6yFsyN44uDhj1RhRKBV82T9vcxcnVMc2muPRyYuNZ2XdWbafCz8efit+Uee/r/r/zfyUpYOPDo9cZWNBvJSc3eaONS9JmUaokeVuD3oiDsz0tfm3EwVXHCX1mrXmSq0h2Vt2ZK782m830rz6CJ7cDEEWo1+kr+i3oBkiz2VPbzhMSEIrvOT9ZxVCpUtBhdCvavWG2HPIsjM6F+1rIIyiUCkSziKAQaD+qJR1GWqtbJsRpMeqN7zQbDA4IZWrH+YQ8C6PDqB/S3JT23u3DlA7z5FRJkcoFWXD+wxtRxEXHo9caiIuMk5URlWolZWuVYMqhke90Te89Ppzado6S1YvSoFudj1IqPKbFdC4euIpBZ8De0Y6VvrNTTb39F/hPSgr8F7h78T5zf1mOaBbpt/hniifbIH2FyWTiytGbKBTCW7k7pYTGTs2vS3tSvWllRn8/DZNZWtZnyZOR77rXI+RpCPbO9mydsTfJRk6ADNk8aNTzG1w9nWnQtY7FNZ/7v+TRzaTmnoMrj8mBXRAEvvpB2hR7cK0klw5fR1AoUKmU1Ov45iqeDNncyZY/i5w6KFGtCE/vBBIaGI5oEtk0eSexkXGc2X6BvCVyMXR9P1w8nKWVzzv6N0xqM4c75+9hNovM7bmMYlUKkbNwdotjfA5eZeOUnajUKllwThCkuvP3wWw2M7PbYk5tOUeuYjmYuG8YHlnccXJ1xMlVUq1UqpWQIKVkAvyev9N9dszdx6rhmxAEuHLkBl+1qvZRUiJD/uzDquEbCXoczA+/NflPB/W3wRbY/0WYzWaG1p8g28MNqz+BHaGrrQwtxnw/nesnbyMCVb4rz4hNA9/73leOXLfI1ZatXYofB0mFURPbzE4W1AXaDPuezuNbp1qK5pHZ1UJ7JVPOlD0xC5bNx9oHC3jm95wchbIR+CAIRDHNP26lUsncsxM4svYUajsV9TrVom2uHvL7oiiyb8lh9AmShPHCfqsYui597lepEfw0VN5cVagUhAaGWwR2790XGdNiBqJZRKFUkCGrO3qtAc/sHgxINP54V05vv8CprefQxut4eP0Ji3/9kz82JAmxlahWGGd3J0SzVP6Ykrpneti7+LD8b6xQKLh56g7VmlZ6r2d/RUxELKe2nsPV04Xq31e2mIg4ODvQe26XD3Kf/xK2wP4vQq81kBCTpIyoi9ejjddZiDTFRsbhc+iaHIRPbz+PXqtPMy+dHsrWLsX+5UfRxeuxc9RY5Mu/alWNc3svYdRL3p5fNKkoB+77Vx5y+6wfJaoXkb1ZndycmLB3GEsHrcXR1YGBS3ukeE+QGoY09hp6VRhM+MsozEYTIzb/KjdFpYSTmxPN+iYFsD4LujK980JEUaRwxYI8uPoQkDYBX3wA67YfhzRl+ZD1KBKb44p/kbSKOrXtHON/nCXvR5hNZowGEwf1mz5IDXZcVHwyT1eTVRmrg7MDy67PwOfgNTLm9KRk9aKA1MXptcUbj8xufNmy6htXdXlK5CLocQhGvRGDwYjRaPogaou6BB09yw8iKjgaQSFQ92hN+i9+v8HOhi3H/q9jUts5nNt3GQGoWL8so15TXjQajLTI1EV2qXfJ4Mz2kFUfJIh47/bB5+BVytcrY+H7CXD95G3uXnxAuTolZfnjm6fvMKzBBMwmEYVSYNKB4ZSuWfyt7+u19Rwzuy6S89LZ8mdh8JreqW7O6RJ0zPp5Cbe9/ajZsio/T+0gdfDG6xAEgfb5eqHXGhAEgSFr+1Kn3ZdW14iLiuPhjafkLJK+qo6HN54Q9iKC0jWLyTK9UaHRtMndU9KdT0b2gln5857kD/vg6iPm9FyGaDbTZ0E32bc1vcRFxdGr0lAiEoXKph0dRdHKaV8jPiaBn4r0IzYyDoVSwTeda9F3frc0z4mNjGNBv5VcPXaL6LAYlCol1ZpWslgdvAt+Pg8YXHec3J3q5O7IrvDUxef+69hy7P+nDF3fjxtevoiimKImiEqtYurhkczvsxKFUkH/RT9/sO68ak0rpbr8LlOrhNXzeG09Z+E9emrb+XcK7O6ZXS2MUF4+CWFYg4m0+LURncdKejZx0fGYDCZcPV1YN24bZ3ZcQK81sHfxYQqWzUfttl/i5OrI0fWn5LI9QQGXj163Cuwhz8LoWX4QRr2kTzPLaxwFy+VL8xnzl85jVSMfFRqT4kz4VYeoKIoMrjdOnmUP/XY820NWvVWdtpObEytuzeKZ33My5vRMV9774fXHaON18gaz1+Zzbwzszu5ODF7Th+/s22AymjHqjZzZcYHwoIhUjVfSQ5a8mWRjHKVaSd4Sud5who30YAvs/zIUCoWVUuDrFK1ciIUXrU2f/2lEUWTrzL14775I+bqlKVQhH/aOdmjjddg52lG4Qv50Xys6LAa9Vk/GHJ6U+aoErQY1Zefc/cRGSSYk2jgdO+ceoPPY1hxac4K5vyxDFKFp7/qEPAuTg5ZBZyD4aah83fjoBAtp51f7Fck5tv4UcZFxss7M1pl7GLb+7WemOQtno3CF/Ny/+hBdvB6FUkGJakVkaWCDzmAheaBL0JMQq33rTUm1Rv1WstPZC2aV6+NVGhUFy+VN13mCIODg4kBsRFzia7B/i3LblHDP5MaUQyNZN24rHlnd6fmJdW7+X7AF9n8ZoigSGRyFk5ujVd7cZDKhi9d/Mg3tExvPsC7Rh/TB1cd0ndyWTuN/5OKBq1T+rly6qloA/l51jPm9pfb5uh1qMnBpDzqM+oHvfq5Lx4K9ZQXLhBgtPoeuMb/PSgw6qSlnz6JD/LFxABcPXEGhVKBQKKjVurp87dpta7B99j7CgyJRKAU6jLYufXTP7IZKo8Zk1KG2U5MxR8pdm/ExCSTEalM11FAoFEw7Ooobp+7g6GJvlSLR2Guo2bIq5/dfQQDKfF3io1SaZMjqwZRDI9k4eQcZc2Sg25T26TpPEATG7xnK1A7zMegN9F3Q7YP8rpWoVoQpB0e893VsJGHLsf+LMBlNDG84iRunfFGpVRbNLQ+uPmJQ3bEkxGip+G0Zxu4a/NEliVcO28Cmqbvk1/V/+prfkhlQp5cmbh3kTWKNvZr55ydxeK0XUSHRKBQKjqzzkuvpi1YpRMDdQHnmq7ZTseHxYvRaA49vB1CkUgGrhhxtvJZNU3ahS9DTqEc9chRMMn6+d9mf0d9PJyIoArWdmrJfl+SPv/pbdOMCnN11kUlt5yCKIjW+r8KwDf3fKeVlNpu5dvwWZrNIuTolP1sZaRufB+nNsdt0L/8BTEYTES8j02Wq/TZcPnID33P3MOiMJMRqLVx7FvRbSWxEHCajiRtevvj8fe2D3js9fNmyKnaOdtg5arBz1FD3HdQjwdKFXgTm9V7BngUHObb+FF5bveWVilKlxDO7B0PX9cPe0Q6lSslPE9rgkcWdLHkyUeW78il2WS7ot4ptM/eyffY+elcaSlRotPzehNazCX0WhsloxmwW+WV2Z6ugDjC/zwr0WgMGnRHv3T6sG7uVuxclTZqLf1+lV8XBDG80mdDAMKtzk6NQKChftzQVvykjB3VtvI7dCw+yY+5+4qJtSh023h5bKuYDE/w0hH7VhhMdFkuWvJmY5z3xgy2vVWolyRdYqfm0fiqFtcIVCrDQZwq3Tt+haJVCvTAYrwAAD5NJREFUFCiT952uM3zTQMb9MBNdvJ5uk9uxZtRmWXJXoVDI5ZW5imSn/6Kf8cjizp6YdW+UqY2NjGNM8+nc8Lpt8T36X39C+TqlAORqIuleQqpa4mpN0uCjS9CzefoutszYQ48ZHVn6+5+JOfUnjGk+gwUX0u4s1cbrmNZpAb7n/PiiSSUe3XzC/SuPEM0iB1YcY9n1GZ9EftfGvxfbb8sH5q9JO4l4GYVBZyDoUTAHlh/7YNcuV6cUNVpUQVAIuGd2s2hu6TO/Ky4ZnFGqFJSrXZJKDdKv+f0hyVMsJw2710t3UBdFkT2LDjL+x1mSzjtQrnYpdoat4UDCXzTv35Aq35XDzlGDUq3EwdmeXnN/YtvLlcw+NR6PLO6AlP99U/BbM2oTt739LIK62WQmb4kkf5ifp7VHY6/GzlFDma9LpqgGCSR2rDohKAQUSgX6BAO6eB0HVhyV3aXMJjPP/YPe+B2sH7+N8/svE/Y8giNrT3L7rB/6BD0GnYHnD14QFRL9xmvYsJEc24z9A6NUK2VZXUEQUKk/XM5UEASGrOnD7yt/QaFQWOR0C5bNx7bglW8tDPap2bv4EMsHr0cbr+PC/is4uTtZiTwNWduXQ6tPEBMeS71Otd7580UGR8tKjwqlgiKVCjBgSQ+Lcr1vO31NxW/KEhcVT64i2VPNm5eoVoQdYWu4evwmo5pOTfR/VVOyehF0cTpJwkAUafzLmxUtQwJC5Vp3o96Iq6ezrCTp7O6Mq+fbCbfZsGEL7B+Y9iNbcvXYDZ75PadguXx81z1NOft3IrUNNoVC8dGDusloIjwoEo8sbu+kk33dy1d2nDdo9fhdfGAV2FVqFQ2713vvZ209tBk+f1+FxDK9sTsHyzN+gIiXkQT4PSd/6TypVrq8TrnapfhldmcOrjpO4YoF+HlqB7pMMnPxwFXcM7mmy3+0+YBGeO/2QaFUoFQqmHhgOAeWH8VoMNJh1A9WkhE2bLwJW1XMP4TRYPysDAG08TrG/TCTm6d8KVWzOKO2/pamFnh6iAiOolfFwUQERWHnqGHhxcnkLJzjra7htcWb6V0WYdDqUdurmXF8zBs7J9+H6PAYXjwMJnexHPIgqI3XsWLoevYtPYLaTo3GTs3iK9Os5Hv/SUKfh/P0TiAFy+V9a2llG/8dbFUxn5jPKagD7Jizn2vHb6GN03HtxC12ztv/3tfcNf8Aoc/CMRlNxEcn8PvXKTvqpMVXraoxZscgOo75Md1Bfd34rTR0bEvrnN25f+XhW93PNYMLRSoWsFjZjPl+mmTmYDChjdUSGxnL8Q2n3/qzvA8Zs2egfJ1StqBu44NgC+z/EaLDYmRnHZPemKLn6dvyugZK2IsI3mUFWPGbMrQb0SJdQf3x7QA2T9mFXmsg7HkEk9vPe+v7vc7N03csDDmUahXuyVI0nxsPrj3iwIpjBPgFvvlgG/9JbIH9P0LTPvVx8XDG0cUB5wzONP7l2/e+5o9Dm0la34kUKJPnH3eNT4jVIiSrfnklDPY+FKtaGLWdtMISBIGvW1enXsea733df4Irx24yoMYIFg1YTa+KQ9K0qAPQa/W8ePTSyu4vJe5cuM+oZlOZ3XMpMRHvP/Db+HR8XvkCG/8Y2fJlYf2jhQQ+CCJHwawpNt28LW6erqx9sICtM3Zj72jPj0OafYAnTZsilQpQplZxrh6/BaJIr9md3/ua4/cMYcuMPcRGxNF8QEOy5cvy/g/6D3H4zxNJwmoCnNl5IdXS0gC/QAbUGIEuQdLcmX9+Uqo9FRHBUQyuOw5tnBaVRsXzB0FMPzr6H/oUNv5pbIH9P4SDswMFy6atUvi2ZM6Vkd5zu37Qa6aFQqFg/J6hvHj4Emd3pw9SCujg7ECnMenzE/3UFCiTlzM7LqKL12HvYEfe4qmrIa4bt42Y8DhEUST4aShH1nrRvH/DFI/183mALkGqTjLqjTy4+ugfeX4bHwdbYLfxr0MQBLIXyPqpH+OT0HxAQ2Ij47h2/BY1mlehZqKNYErYO9mhUAqYjCIKhZCmDd/R9acs9hkKlf+wEwAbHxdbYLfxWWEymfDa7E1MRBxft6luqxJ5DaVSyU/j28D4Nx/70/jW3L1wnye+zyj9VXHqdaqV6rEJyaQUVBoVNVumPmDY+Pyx1bHb+Kgc33iaHXMPkKd4TnrP7WIl+zqt8wJObz+P2WTGPYsbq+/MfW9bv/866bGw87vkz6A6YxBFyJDFjYU+U3F2f0d370+I2WzGZDRZaPn8P2FzULLx2XH/ykNm/bwEXbyeh9cfYzKYrIykz+y4gDZOyvXGhMcmNu3Y0gLvQ3oqlYpULMBfT5YQ8iyMnIWz/SsD483TdxjRaDLaeB2Netajz7yu/3iV1ueKrdzRxkcj8P4LWajLoDPy8MYTq2Pylsptoa+TOc/H6/78r+Ps7kS+krn/lUEdYEbXRcTHJGA2mTm0+iT+1x5/6kf6ZNhm7DY+GmVrl0Rtr0YURUQRmvSyrqUfv3sIK4asJzI0mvYjf/gscuzeu304ufksJaoXoUmv+v/ZWeDnziu7P5Bs+0ymD+uH8G/ClmO38VGJeBnJpUPXyVYgCyWrF/3Uj/NGrp+8zfBGk9DF67FztKPLxDaplgza+LRcPnKd0d9Px2QwUqtNDQav7v1/Nwjbcuw2Pks8srin2/v0c+DOhfsY9VLXpi5ex/UTt22B/TOlQr0y7AhbjS5e91G8Yz9nbDl2GzbSoHzdUlLOXwA7RztqtKjyqR/JRhpo7NT/+aAOthm7DRtpUrhCAaYfH4PPwasUrlCAqo0qfOpHsmHjjdgCuw0bb6BYlUIUq/LPacTbsPGhsaVibNiwYeP/DFtgt2HjA+Jz6Borh23gytEbVu/dOOXLgC9HMKrpVEKehX2Cp7PxX8EW2G3Y+ECc33eZsS2ms2nqLkY1m4rPoWvye9FhMQxvOInbZ/24cOAKIxpNfu/7LR+6nkZO7ehYsI/NdMOGBbbAbsPGB+LCgSuyVrouXs+lg1fl90IDw+WaarPJzHP/oPe6l+/5e+xZeBBdgv5/7d1/bFVnHcfx96e30EIZYUIZphQ2jc6NMceCncgfMHAEHEPj4nC/QkYmmm0KZowJLBqNCTGYaTYxy8QZcSOL4g+IyRzb1D9MlOAYzCz7VdmY0IHMoZQBK6Vf/7gdwaUCo73nufecz+uv3h895/Oc5n77nPOc+zzsfWUfq29Z06/tWb4MSGGXtFRSSPL3v62wLrvyEhp6FwhvGDqYS6dNOPHauItaGD1uFI1NjTQ2NZxypsUzcfjgkRP/KCLgrf8c7tf2LF/6fVeMpFbgKuC1/scxq13TPjeF493HeXrzDtrmTGLqZ9pOvFY/qJ77t6zizxu30jSiibY5k/rcRueBQ6y68T52PruLWQumccu3r+/z25OXXTmBD3x0PO3PvAoEX/zuggq1ympRv6cUkLSB8uzQG4HJEfHG6X7HUwqY9W31wjX8fv2f6O7qprGpgXse/SpXXN33vfM9PT3sful1RjQPH5CVpKz6ZTKlgKR5wJ6I2JG3ORnMUti3az/dXd1AeR71f3Uc4NC/36LzzUOMuWD0//Te6+rqGPeRllRRrYqdtrBLehLoax2ylcAKYNaZ7EjSImARwLhx495DRLPqdLizvOrQuxcL6Y8bln+WF7a0U6qvo3FoA0OHD+HzLYsIYMKUD7Pqd/dQqi+ddjtWbGd9KUbSROAp4J1Rm7FAB9AWEacc8velGKt1G+7dxI+XrwfErd+5kWuXzB2wbe/btZ897Xu58GMf5I4rlrP7xQ4Ahgxr5Ju/WcakGRMHbF9WW870UsxZ3xUTEX+LiNERcX5EnA/sBi4/XVG3Yjty6AidBw6ljtEvXUe7WLt8Pd3HjtN9rJsf3f0wXUe7Bmz7541v5vKZE2kaPpQhwxpPPB8RNDY1nuI3zcp8H7tlZvO6P3Jt80KuG3MrDy5blzrO2ZM4eURJCNVVZozprp/cTnPrSOoH1zP3S7M8Z42dES+0YZm55pybTqxnOqhhEOva72dUy8jEqc7OYw89xX23rQVg8Q+/wOyFMxInsiLwQhtWdd496FdXqt0TxjkLZzKr90tGpZIHM6261O4ny2rO3eu+TMPQwZTqSyz41nzeN+bc1JH6pVQquahbVXKP3TIz5ZrJbDr4MyLCBdGsglzYLVN1dT5JNKs0f8qsqnW9fYytj2/n5W07U0cxqxnusVvVOtZ1jK9MWUHH3/fSc7yHm79xHfPv+nTqWGZVzz12q1ovb3uFjva9HOk8ytuHu/jF6k2pI5nVBBd2q1oj338uPcd7AFCdaG6tzXvezbLmwm5V67zxzSx96DZaPjSGCZ+4kK9vuDN1JLOa4GvsVtWmz5/K9PlTU8cwqynusZuZ5YwLu5lZzriwm5nljAu7mVnOuLCbmeWMC7uZWc64sJuZ5UySFZQk7Qd2Zb7jslHAG4n2XQ2K3n7wMXD7a7f94yOi+XRvSlLYU5L01zNZWiqvit5+8DFw+/Pffl+KMTPLGRd2M7OcKWJhfzB1gMSK3n7wMXD7c65w19jNzPKuiD12M7NcK3Rhl7RUUkgalTpLliStlvSCpGcl/VrSiNSZsiBptqQXJbVL+lrqPFmT1CrpD5Kel/ScpMWpM6UgqSTpGUm/TZ2lUgpb2CW1AlcBr6XOksATwCURcSnwErA8cZ6Kk1QC1gBzgIuB6yVdnDZV5rqBOyPiIuDjwO0FPAYAi4HnU4eopMIWduB7wDKgcIMMEbE5Irp7H/4FGJsyT0bagPaI2BkRXcCjQKFWxo6I1yNiW+/PnZSLW0vaVNmSNBa4GlibOkslFbKwS5oH7ImIHamzVIGFwGOpQ2SgBfjHSY93U7CidjJJ5wOTgC1pk2Tu+5Q7dD2pg1RSbpfGk/QkMKaPl1YCK4BZ2SbK1qnaHxEbe9+zkvLp+SNZZktEfTxXuLM1AEnDgF8CSyLiYOo8WZE0F/hnRDwtaXrqPJWU28IeEZ/s63lJE4ELgB2SoHwZYpuktojYm2HEivp/7X+HpAXAXGBmFOOe191A60mPxwIdibIkI2kQ5aL+SET8KnWejE0F5kn6FNAIDJf0cETclDjXgCv8feySXgUmR0StTgr0nkmaDdwLTIuI/anzZEFSPeWB4pnAHmArcENEPJc0WIZU7sn8FHgzIpakzpNSb499aUTMTZ2lEgp5jd34AXAO8ISk7ZIeSB2o0noHi+8AHqc8aPjzIhX1XlOBm4EZvX/37b29V8uZwvfYzczyxj12M7OccWE3M8sZF3Yzs5xxYTczyxkXdjOznHFhNzPLGRd2M7OccWE3M8uZ/wL0K7ikduqfNAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291c00fa748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:,0], X[:,1],s=10,c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import MeanShift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [],
   "source": [
    "ms = MeanShift(bandwidth=2, n_jobs=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MeanShift(bandwidth=2, bin_seeding=False, cluster_all=True, min_bin_freq=1,\n",
       "     n_jobs=-1, seeds=None)"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = ms.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x291c0ae4a90>"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x291c0a70588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:,0], X[:,1],s=10,c=pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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